{"id":2499,"date":"2018-07-21T16:50:48","date_gmt":"2018-07-21T16:50:48","guid":{"rendered":"http:\/\/docs.creativegigs.net\/docs\/charles-documentation\/how-to-faqs\/how-to-set-sites-favicon\/"},"modified":"2025-12-10T15:12:09","modified_gmt":"2025-12-10T15:12:09","slug":"how-to-set-sites-favicon","status":"publish","type":"docs","link":"https:\/\/sahelib.atatec-design.com\/index.php\/docs\/sample-user-guide\/how-to-faqs\/how-to-set-sites-favicon\/","title":{"rendered":"Tous les mod\u00e8les sont faux, mais la complexit\u00e9 est utile\u00a0: une approche syst\u00e9mique en psychologie de la sant\u00e9"},"content":{"rendered":"<div id=\"abstracts\" class=\"Abstracts u-font-serif\">\n<div id=\"abs0010\" class=\"abstract author\">\n<h2 class=\"section-title u-h4 u-margin-l-top u-margin-xs-bottom\">R\u00e9sum\u00e9<\/h2>\n<div id=\"abst0005\">\n<div id=\"spar0005\" class=\"u-margin-s-bottom\">Cet article propose \u00e0 la communaut\u00e9 francophone de psychologie de la sant\u00e9 une introduction \u00e0 la th\u00e9orie de la complexit\u00e9. Nous montrons comment cette approche permet de conceptualiser les comportements de sant\u00e9 \u2013\u00a0activit\u00e9 physique, consommation de substances, adh\u00e9sion th\u00e9rapeutique\u00a0\u2013 comme r\u00e9sultant de l\u2019\u00e9mergence d\u2019interactions non lin\u00e9aires entre des variables psychologiques, sociales et environnementales. Apr\u00e8s un bref rappel historique, nous d\u00e9finissons pr\u00e9cis\u00e9ment trois propri\u00e9t\u00e9s centrales\u00a0: l\u2019auto-organisation, la multi-stabilit\u00e9 et les transitions critiques, chacune illustr\u00e9e par un exemple empirique. Nous d\u00e9crivons ensuite trois m\u00e9thodologies directement inspir\u00e9es de ce cadre\u00a0: (1) les analyses en r\u00e9seau quantifiant la structure locale des interactions entre variables (appliqu\u00e9es aux donn\u00e9es binaires via le mod\u00e8le d\u2019Ising, elles produisent une matrice d\u2019interactions exploitable en physique statistique)\u00a0; (2) les mod\u00e8les dynamiques intensifs (\u00e9valuation momentan\u00e9e \u00e9cologique, \u00e9quations diff\u00e9rentielles stochastiques) d\u00e9crivant pr\u00e9cis\u00e9ment les trajectoires comportementales intra-individuelles et leurs r\u00e9troactions temporelles\u00a0; (3) les analyses des signaux pr\u00e9coces permettant de d\u00e9tecter l\u2019imminence d\u2019un basculement comportemental. Pour articuler ces approches, nous mobilisons le Mod\u00e8le des Paysages \u00e0 Attracteurs (MPA). Celui-ci intervenant \u00e0 trois niveaux\u00a0: m\u00e9taphore visuelle, heuristique m\u00e9thodologique et instrument de quantification empirique. Enfin, nous discutons des limites actuelles (hypoth\u00e8ses m\u00e9thodologiques restrictives, n\u00e9cessit\u00e9 de s\u00e9ries temporelles intenses, contraintes \u00e9thiques li\u00e9es aux donn\u00e9es) et proposons des pistes concr\u00e8tes pour g\u00e9rer ces contraintes. Ainsi, cet article se structure autour de trois axes principaux\u00a0: d\u2019abord, une pr\u00e9sentation des fondements th\u00e9oriques de la complexit\u00e9, puis un examen des m\u00e9thodes qui en d\u00e9coulent, et enfin une discussion de leurs apports et limites.<\/div>\n<\/div>\n<\/div>\n<div id=\"abs0005\" class=\"abstract author\" lang=\"en\">\n<h2 class=\"section-title u-h4 u-margin-l-top u-margin-xs-bottom\">Abstract<\/h2>\n<div id=\"abst0010\">\n<div id=\"spar0010\" class=\"u-margin-s-bottom\">This article offers the French-speaking health psychology community an introduction to complexity theory. We show how this approach allows us to conceptualize health behaviors \u2014\u00a0physical activity, substance use, treatment adherence\u00a0\u2014 as resulting from the emergence of nonlinear interactions between psychological, social, and environmental variables. After a brief historical overview, we precisely define three central properties: self-organization, multi-stability, and critical transitions, each illustrated by an empirical example. We then describe three methodologies directly inspired by this framework: (1) network analyses quantifying the local structure of interactions between variables (applied to binary data via the Ising model, they produce a matrix of interactions that can be used in statistical physics); (2) intensive dynamic models (ecological momentary assessment, stochastic differential equations) precisely describing intra-individual behavioral trajectories and their temporal feedback loops; (3) early warning signal analyses to detect the imminence of behavioral change. To articulate these approaches, we use the Attractor Landscape Model (ALM). This model operates on three levels: visual metaphor, methodological heuristic, and empirical quantification tool. Finally, we discuss the current limitations (restrictive methodological assumptions, the need for intensive time series, ethical constraints related to data) and propose concrete ways to manage these constraints. This article is structured around three main themes: first, a presentation of the theoretical foundations of complexity; second, an examination of the methods that derive from them; and finally, a discussion of their contributions and limitations.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div class=\"keywords-section\"><\/div>\n<div>\n<div id=\"body\" class=\"Body u-font-serif\">\n<div>\n<section id=\"sec0005\">\n<h2 id=\"sect0025\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">1.\u00a0Introduction et cadre th\u00e9orique<\/h2>\n<section id=\"sec0010\">\n<h3 id=\"sect0030\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">1.1.\u00a0La th\u00e9orie de la complexit\u00e9\u00a0: origines historiques, concepts cl\u00e9s et articulation m\u00e9thodologique<\/h3>\n<div id=\"par0005\" class=\"u-margin-s-bottom\">La th\u00e9orie de la complexit\u00e9 \u00e9merge formellement au milieu du XX<sup>e<\/sup>\u00a0si\u00e8cle avec les travaux pionniers sur les syst\u00e8mes dynamiques non lin\u00e9aires et le chaos d\u00e9terministe (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0265\" name=\"bbib0265\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0265\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Lorenz, 1963<\/span><\/span><\/a>). Dans les d\u00e9cennies suivantes, ce cadre interdisciplinaire s\u2019\u00e9largit aux ph\u00e9nom\u00e8nes d\u2019auto-organisation dans les syst\u00e8mes biologiques et sociaux (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0185\" name=\"bbib0185\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0185\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haken, 1977<\/span><\/span><\/a>) et au domaine \u00e9mergent des sciences cognitives et de la psychologie (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0245\" name=\"bbib0245\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0245\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Kelso, 1995<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0410\" name=\"bbib0410\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0410\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024a<\/span><\/span><\/a>).<\/div>\n<div id=\"par0010\" class=\"u-margin-s-bottom\">Un syst\u00e8me complexe d\u00e9signe aujourd\u2019hui un ensemble compos\u00e9 d\u2019un grand nombre d\u2019\u00e9l\u00e9ments h\u00e9t\u00e9rog\u00e8nes interagissant de mani\u00e8re locale et non lin\u00e9aire, produisant ainsi des ph\u00e9nom\u00e8nes \u00e9mergents impossibles \u00e0 pr\u00e9dire par l\u2019\u00e9tude isol\u00e9e de ses composants (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0260\" name=\"bbib0260\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0260\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ladyman, Lambert &amp; Wiesner, 2013<\/span><\/span><\/a>). Parmi ces propri\u00e9t\u00e9s \u00e9mergentes figurent notamment\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0015\" class=\"u-margin-s-bottom\">l\u2019auto-organisation (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0415\" name=\"bbib0415\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0415\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024b<\/span><\/span><\/a>, chap. 5, p. 125)\u00a0: apparition spontan\u00e9e d\u2019un ordre global sans contr\u00f4le centralis\u00e9 (ex., la synchronisation spontan\u00e9e des cycles veille-sommeil dans des groupes sociaux\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0390\" name=\"bbib0390\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0390\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Strogatz, 2003<\/span><\/span><\/a>)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0020\" class=\"u-margin-s-bottom\">la multi-stabilit\u00e9\u00a0: coexistence simultan\u00e9e de plusieurs \u00e9tats stables possibles (ex., \u00e9tats alternatifs stables chez des personnes souffrant de troubles bipolaires\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0250\" name=\"bbib0250\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0250\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Kelso, 2012<\/span><\/span><\/a>)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0025\">les transitions critiques (ou basculements)\u00a0: changements soudains d\u2019un \u00e9tat stable \u00e0 un autre sous l\u2019effet de perturbations minimes. Par exemple, l\u2019analyse fine des pas quotidiens montre qu\u2019une hausse de la variabilit\u00e9 quotidienne (jours tr\u00e8s actifs et tr\u00e8s s\u00e9dentaires plus rapproch\u00e9s) peut annoncer une chute brutale de l\u2019activit\u00e9 physique (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0060\" name=\"bbib0060\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0060\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Chevance et al., 2021a<\/span><\/span><\/a>,\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fig0005\" name=\"bfig0005\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fig0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fig. 1<\/span><\/span><\/a>) (nous invitons lectrices et lecteurs \u00e0 consulter cette figure, visuellement tr\u00e8s explicite).<\/div>\n<figure id=\"fig0005\" class=\"figure text-xs\"><img decoding=\"async\" src=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr1.jpg\" alt=\"\" height=\"271\" aria-describedby=\"cap0005\" \/><\/p>\n<ol class=\"u-margin-s-bottom\">\n<li><a class=\"anchor download-link u-font-sans anchor-primary\" title=\"Download high-res image (385KB)\" href=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr1_lrg.jpg\" target=\"_blank\" rel=\"noopener\" download=\"\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Download:\u00a0<span class=\"download-link-title\">Download high-res image (385KB)<\/span><\/span><\/span><\/a><\/li>\n<li><a class=\"anchor download-link u-font-sans anchor-primary\" title=\"Download full-size image\" href=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr1.jpg\" target=\"_blank\" rel=\"noopener\" download=\"\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Download:\u00a0<span class=\"download-link-title\">Download full-size image<\/span><\/span><\/span><\/a><\/li>\n<\/ol>\n<p id=\"spar0015\"><span class=\"label\">Fig. 1<\/span>.\u00a0Repr\u00e9sentation d\u2019un paysage \u00e0 attracteurs.<\/p>\n<p><span class=\"captions text-s\"><span id=\"cap0005\"><\/span>Figure issue de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>.<\/span><\/figure>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0030\" class=\"u-margin-s-bottom\">Ces propri\u00e9t\u00e9s s\u2019av\u00e8rent particuli\u00e8rement pertinentes pour appr\u00e9hender et d\u00e9crire des ph\u00e9nom\u00e8nes \u00e9tudi\u00e9s en psychologie de la sant\u00e9 tels que les addictions, les troubles psychopathologiques ou l\u2019adoption durable d\u2019habitudes de vie saines (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0050\" name=\"bbib0050\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0050\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Butner et al., 2015<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>). Dans ce manuscrit, nous mobilisons pr\u00e9cis\u00e9ment plusieurs m\u00e9thodes analytiques directement inspir\u00e9es de ce cadre conceptuel\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0035\" class=\"u-margin-s-bottom\">les analyses en r\u00e9seau, destin\u00e9es \u00e0 identifier pr\u00e9cis\u00e9ment les interactions locales entre sympt\u00f4mes ou comportements\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0040\" class=\"u-margin-s-bottom\">les signaux pr\u00e9coces, indicateurs statistiques annon\u00e7ant la proximit\u00e9 d\u2019un basculement comportemental (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0365\" name=\"bbib0365\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0365\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Scheffer et al., 2009<\/span><\/span><\/a>)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0045\" class=\"u-margin-s-bottom\">les approches dynamiques intensives, telles que l\u2019\u00c9valuation Momentan\u00e9e \u00c9cologique (EMA) ou les \u00e9quations diff\u00e9rentielles stochastiques, permettant d\u2019observer empiriquement les \u00e9volutions temporelles r\u00e9elles des comportements dans ces paysages complexes (voir\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0190\" name=\"bbib0190\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0190\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Hamaker, 2025<\/span><\/span><\/a>, pour une revue m\u00e9thodologique actualis\u00e9e)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0050\" class=\"u-margin-s-bottom\">le Mod\u00e8le des Paysages \u00e0 Attracteurs (MPA), permettant de visualiser intuitivement et de quantifier la stabilit\u00e9 des comportements et les risques de basculement (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>). R\u00e9cemment, les avanc\u00e9es en physique statistique appliqu\u00e9es aux r\u00e9seaux psychologiques ont d\u00e9montr\u00e9 comment les matrices d\u2019interactions estim\u00e9es via un mod\u00e8le d\u2019Ising peuvent \u00eatre traduites math\u00e9matiquement en un paysage \u00e9nerg\u00e9tique \u00e9quivalent \u00e0 celui du MPA. Cette approche permet ainsi une quantification rigoureuse des caract\u00e9ristiques du paysage, comme la profondeur des attracteurs ou la hauteur des barri\u00e8res comportementales (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0090\" name=\"bbib0090\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0090\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cui et al., 2022<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0420\" name=\"bbib0420\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0420\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van der Maas et al., 2025<\/span><\/span><\/a>).<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0055\" class=\"u-margin-s-bottom\">Ainsi, la th\u00e9orie de la complexit\u00e9 constitue un cadre int\u00e9grateur et op\u00e9rationnel permettant d\u2019articuler les concepts th\u00e9oriques aux m\u00e9thodes empiriques d\u00e9ploy\u00e9es dans notre manuscrit. Ce cadre conceptuel appelle d\u00e9sormais une relecture des mod\u00e8les classiques de la psychologie de la sant\u00e9.<\/div>\n<\/section>\n<section id=\"sec0015\">\n<h3 id=\"sect0035\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">1.2.\u00a0Contexte\u00a0: vers une nouvelle compr\u00e9hension des comportements de sant\u00e9<\/h3>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0060\">La recherche en psychologie de la sant\u00e9 a permis des avanc\u00e9es consid\u00e9rables dans notre compr\u00e9hension des comportements de sant\u00e9 gr\u00e2ce \u00e0 des mod\u00e8les th\u00e9oriques et analytiques \u00e9prouv\u00e9s (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0080\" name=\"bbib0080\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0080\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Conner &amp; Norman, 2017<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0170\" name=\"bbib0170\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0170\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Glanz et al., 2015<\/span><\/span><\/a>). Ces approches ont notamment permis d\u2019identifier des d\u00e9terminants clefs des comportements de sant\u00e9 et de d\u00e9velopper des interventions efficaces (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0295\" name=\"bbib0295\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0295\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Michie et al., 2018<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0180\" name=\"bbib0180\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0180\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Hagger et al., 2020<\/span><\/span><\/a>). N\u00e9anmoins, la complexit\u00e9 croissante des questions de recherche et l\u2019accumulation des donn\u00e9es empiriques favorisent l\u2019exploration de cadres th\u00e9oriques capables de rendre compte du caract\u00e8re dynamique et contextuel des ph\u00e9nom\u00e8nes \u00e9tudi\u00e9s (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0015\" name=\"bbib0015\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0015\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Bolger &amp; Zee, 2019<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0370\" name=\"bbib0370\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0370\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Scholz, 2019<\/span><\/span><\/a>). Ainsi, la th\u00e9orie de la complexit\u00e9 (TC) occupe une place grandissante. Elle propose de consid\u00e9rer les ph\u00e9nom\u00e8nes (ici, les comportements de sant\u00e9) comme des r\u00e9sultats \u00e9mergents d\u2019interactions multiples et non lin\u00e9aires entre facteurs psychologiques, sociaux et environnementaux (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0300\" name=\"bbib0300\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0300\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Mitchell, 2012<\/span><\/span><\/a>). L\u2019objectif de cet article est de montrer en quoi la TC peut prolonger le regard actuel sur des comportements de sant\u00e9 en proposant une nouvelle approche pour comprendre, d\u00e9crire, pr\u00e9dire et intervenir afin de modifier ces comportements (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0155\" name=\"bbib0155\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0155\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fried, 2020<\/span><\/span><\/a>). Cette perspective syst\u00e9mique suscite un int\u00e9r\u00eat croissant parmi les experts en sciences comportementales, comme en t\u00e9moigne une \u00e9tude r\u00e9cente aupr\u00e8s de sp\u00e9cialistes internationaux des politiques publiques (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0320\" name=\"bbib0320\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0320\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Puukko et al., 2024<\/span><\/span><\/a>). Avant d\u2019aller plus loin, il est essentiel de d\u00e9finir pr\u00e9cis\u00e9ment ce que nous entendons par syst\u00e8me complexe (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0005\" name=\"btb0005\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 1<\/span><\/span><\/a>).<\/div>\n<div id=\"tb0005\" class=\"article-textbox\" role=\"region\" aria-label=\"\"><span class=\"label\">Encadr\u00e9 1<\/span><\/p>\n<div id=\"spar0025\" class=\"u-margin-s-bottom\">Qu\u2019est-ce qu\u2019un syst\u00e8me complexe\u00a0?<\/div>\n<div>\n<div id=\"par0270\" class=\"u-margin-s-bottom\">Les points suivants r\u00e9sument les caract\u00e9ristiques g\u00e9n\u00e9rales d\u2019un syst\u00e8me complexe. Un syst\u00e8me complexe est un ensemble d\u2019\u00e9l\u00e9ments interconnect\u00e9s dont les interactions produisent des comportements collectifs qui ne peuvent \u00eatre pr\u00e9dits par la seule analyse de ses composants individuels et qui ne r\u00e9sulte pas d\u2019un processus ou d\u2019un agent de contr\u00f4le central ou externe (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0335\" name=\"bbib0335\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0335\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Richardson et al., 2014<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0130\" name=\"bbib0130\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0130\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Estrada, 2023<\/span><\/span><\/a>). Par exemple, en psychologie de la sant\u00e9, un comportement comme l\u2019activit\u00e9 physique \u00e9merge de la confluence de facteurs psychologiques, sociaux et environnementaux (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0360\" name=\"bbib0360\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0360\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Sallis et al., 2020<\/span><\/span><\/a>). Cette complexit\u00e9 se manifeste notamment au sein d\u2019un syst\u00e8me par des ph\u00e9nom\u00e8nes de r\u00e9troaction, o\u00f9 les r\u00e9sultats d\u2019un processus influencent en retour les conditions initiales ou les fronti\u00e8res \u00e9volutives du dit syst\u00e8me. Ces caract\u00e9ristiques produisent des \u00e9volutions non lin\u00e9aires de l\u2019\u00e9tat du syst\u00e8me par des m\u00e9canismes de transition de phase ou de bifurcation d\u2019\u00e9tat du syst\u00e8me rendant ainsi toute pr\u00e9diction lin\u00e9aire potentiellement incompl\u00e8te (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0300\" name=\"bbib0300\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0300\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Mitchell, 2012<\/span><\/span><\/a>).<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section id=\"sec0020\">\n<h3 id=\"sect0040\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">1.3.\u00a0Des fondements lin\u00e9aires \u00e0 la perspective complexe<\/h3>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0065\">Pour situer l\u2019apport de la complexit\u00e9, rappelons bri\u00e8vement les limites des approches lin\u00e9aires. Les mod\u00e8les lin\u00e9aires (p. ex. ANOVA, r\u00e9gression lin\u00e9aire) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0290\" name=\"bbib0290\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0290\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">McCullagh &amp; Nelder, 1989<\/span><\/span><\/a>), encore tr\u00e8s largement utilis\u00e9s aujourd\u2019hui (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0235\" name=\"bbib0235\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0235\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Judd et al., 2017<\/span><\/span><\/a>), ont incontestablement contribu\u00e9 au d\u00e9veloppement de la psychologie appliqu\u00e9e. Ils permettent de formaliser et de tester des hypoth\u00e8ses causales via des relations lin\u00e9aires entre variables (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0145\" name=\"bbib0145\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0145\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fox, 2015<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0075\" name=\"bbib0075\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0075\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cohen et al., 2013<\/span><\/span><\/a>). Cette approche a mis en \u00e9vidence des relations robustes entre d\u00e9terminants cognitifs\/comportementaux et adoption d\u2019un comportement de sant\u00e9 (par ex. l\u2019influence du sentiment d\u2019auto-efficacit\u00e9 sur l\u2019intention de faire du sport). Gardons cependant \u00e0 l\u2019esprit que les mod\u00e8les (ici statistiques) ne sont \u00ab\u00a0que\u00a0\u00bb des approximations, une d\u00e9formation de la r\u00e9alit\u00e9 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib439\" name=\"bbib439\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib439\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Rozin, 2001<\/span><\/span><\/a>,\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0155\" name=\"bbib0155\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0155\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fried, 2020<\/span><\/span><\/a>). Autrement dit \u00ab\u00a0tous les mod\u00e8les sont faux, mais certains sont utiles\u00a0\u00bb<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fn0005\" name=\"bfn0005\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fn0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>1<\/sup><\/span><\/span><\/a>\u00a0(<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0035\" name=\"bbib0035\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0035\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Box, 1976<\/span><\/span><\/a>). C\u2019est-\u00e0-dire que dans la lign\u00e9e de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0375\" name=\"bbib0375\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0375\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Smaldino (2023<\/span><\/span><\/a>, p. 8), il nous semble raisonnable de consid\u00e9rer la mod\u00e9lisation statistique comme une simplification n\u00e9cessaire\u00a0\u2014\u00a0m\u00eame si parfois il s\u2019agit d\u2019une \u00ab\u00a0violence\u00a0\u00bb productive. En effet, l\u2019auteur indique que la mod\u00e9lisation \u00ab\u00a0fait violence \u00e0 la r\u00e9alit\u00e9\u00a0\u00bb dans la mesure o\u00f9 elle laisse de c\u00f4t\u00e9 de nombreux aspects et d\u00e9tails afin de produire une version simplifi\u00e9e qui cherche \u00e0 conserver des \u00e9l\u00e9ments cl\u00e9s. Cette version \u2013\u00a0simplifi\u00e9e donc\u00a0\u2013 est productive dans la mesure o\u00f9 elle permet d\u2019identifier certains m\u00e9canismes essentiels expliquant la r\u00e9alit\u00e9. Toutefois, cela n\u2019est pertinent que dans la mesure o\u00f9 il nous est \u00ab\u00a0suffisamment\u00a0\u00bb possible d\u2019ignorer les \u00e9l\u00e9ments laiss\u00e9s de c\u00f4t\u00e9 par la mod\u00e9lisation. Or, une des difficult\u00e9s actuelles en recherche est de pouvoir mod\u00e9liser des ph\u00e9nom\u00e8nes plus complexes, potentiellement \u00ab\u00a0laiss\u00e9s de c\u00f4t\u00e9\u00a0\u00bb par des mod\u00e9lisations plus simples. C\u2019est par exemple le cas des relations multiples entre de nombreux \u00e9l\u00e9ments interagissant ensemble ou encore de dynamiques sp\u00e9cifiques comme les boucles de r\u00e9troaction dans le cadre de ph\u00e9nom\u00e8nes temporels o\u00f9 l\u2019\u00e9tat du syst\u00e8me au temps T est dynamiquement d\u00e9pendante de l\u2019\u00e9tat du syst\u00e8me au temps T-1. (Pour plus de pr\u00e9cision concernant la (non)lin\u00e9arit\u00e9 dans les syst\u00e8mes voir\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0010\" name=\"btb0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 2<\/span><\/span><\/a>).<\/div>\n<div id=\"tb0010\" class=\"article-textbox\" role=\"region\" aria-label=\"\"><span class=\"label\">Encadr\u00e9 2<\/span><\/p>\n<div id=\"spar0030\" class=\"u-margin-s-bottom\">Lin\u00e9arit\u00e9 et non-lin\u00e9arit\u00e9 dans les syst\u00e8mes<\/div>\n<div>\n<div id=\"par0275\" class=\"u-margin-s-bottom\">Dans un syst\u00e8me lin\u00e9aire, les effets sont proportionnels aux causes, facilitant la pr\u00e9diction (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0395\" name=\"bbib0395\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0395\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Strogatz, 2015<\/span><\/span><\/a>). \u00c0 l\u2019inverse, les syst\u00e8mes non lin\u00e9aires pr\u00e9sentent des relations plus complexes o\u00f9 cette proportionnalit\u00e9 n\u2019est pas respect\u00e9e. Par exemple, le retentissement d\u2019une intervention en sant\u00e9 peut varier consid\u00e9rablement selon le moment et le contexte de son application (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0340\" name=\"bbib0340\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0340\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Riley et al., 2015<\/span><\/span><\/a>). Cette non-lin\u00e9arit\u00e9 constitue une caract\u00e9ristique fondamentale des ph\u00e9nom\u00e8nes psychologiques et comportementaux (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0050\" name=\"bbib0050\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0050\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Butner et al., 2015<\/span><\/span><\/a>), rendant parfois d\u00e9licates les approches de causalit\u00e9 traditionnelle (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0010\" name=\"btb0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 2<\/span><\/span><\/a>). Toutefois, les mod\u00e9lisations par r\u00e9gressions logistiques permettent d\u2019approcher les m\u00e9caniques de non-lin\u00e9arit\u00e9 en identifiant la valeur seuil d\u2019une variable lin\u00e9aire sur le changement d\u2019\u00e9tat d\u2019une variable cat\u00e9gorielle binaire. En revanche, la difficult\u00e9 se pose lorsque que l\u2019on consid\u00e8re un ensemble complexe d\u2019interrelations entre plusieurs \u00e9l\u00e9ments au sein d\u2019un syst\u00e8me. Ce cas se retrouve en psychologie pour des ph\u00e9nom\u00e8nes pouvant \u00eatre qualifi\u00e9s de \u00ab\u00a0massivement multifactoriels\u00a0\u00bb (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0025\" name=\"bbib0025\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0025\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom et al., 2019<\/span><\/span><\/a>). Dans ce cadre, un syst\u00e8me peut se situer dans un \u00e9tat dit d\u2019\u00e9quilibre instable dont les \u00e9volutions ou bifurcations non lin\u00e9aires sont d\u00e9pendantes non seulement des composants du syst\u00e8me et de leurs inter-relations mais aussi de l\u2019\u00e9tat d\u2019organisation du syst\u00e8me en tant qu\u2019ensemble (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>).<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/section>\n<section id=\"sec0025\">\n<h3 id=\"sect0045\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">1.4.\u00a0L\u2019illustration du r\u00e9seau\u00a0: la d\u00e9pression<\/h3>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0070\">Pour rendre plus tangibles ces notions abstraites, prenons l\u2019exemple de la d\u00e9pression pour illustrer ce tournant vers la complexit\u00e9. Historiquement, l\u2019approche factorielle consid\u00e8re la d\u00e9pression comme une variable latente causant l\u2019apparition de sympt\u00f4mes (fatigue, humeur triste, insomnie, etc.) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0160\" name=\"bbib0160\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0160\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fried &amp; Nesse, 2015<\/span><\/span><\/a>). En d\u2019autres mots, c\u2019est parce que l\u2019on souffre d\u2019une pathologie d\u00e9pressive que l\u2019on pr\u00e9sente des sympt\u00f4mes d\u00e9pressifs. Dans ce cas de figure, les sympt\u00f4mes n\u2019ont aucune inter-relation autre que par le biais de leur cause commune qu\u2019est la pr\u00e9sence de la pathologie d\u00e9pressive. L\u2019approche en r\u00e9seau (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0020\" name=\"bbib0020\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0020\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom, 2017<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0085\" name=\"bbib0085\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0085\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cramer et al., 2016<\/span><\/span><\/a>), quant \u00e0 elle, fait l\u2019hypoth\u00e8se que la pathologie d\u00e9pressive serait une propri\u00e9t\u00e9 \u00e9mergente du syst\u00e8me caus\u00e9e par les inter-relations des sympt\u00f4mes\u00a0: par exemple, l\u2019insomnie peut augmenter la fatigue, qui influe sur les ruminations, etc. (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib440\" name=\"bbib440\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib440\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fried et al., 2017<\/span><\/span><\/a>). Dans cette perspective, la pr\u00e9vention et l\u2019intervention sur ce syst\u00e8me peut se focaliser sur des \u00e9lements clefs (certains sympt\u00f4mes), susceptibles de maintenir ou de faire revenir le syst\u00e8me dans un \u00e9tat d\u2019ordre non pathologique (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0275\" name=\"bbib0275\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0275\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Lunansky et al., 2022<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0315\" name=\"bbib0315\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0315\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Olthof et al., 2023<\/span><\/span><\/a>). Si le mod\u00e8le de la cause commune peut se traduire classiquement par des mod\u00e9lisations en r\u00e9gression o\u00f9 des variables (les sympt\u00f4mes) sont expliqu\u00e9s par (r\u00e9gress\u00e9s sur) une variable latente (la pr\u00e9sence suppos\u00e9e de la pathologie d\u00e9pressive). Dans le cadre d\u2019une mod\u00e9lisation \u00e9mergente, il est n\u00e9cessaire de mod\u00e9liser l\u2019ensemble des relations potentielles entre les \u00e9l\u00e9ments du syst\u00e8me ce qui n\u00e9cessite un plus grand nombre de r\u00e9gressions mais \u00e9galement l\u2019utilisation de techniques de r\u00e9gularisation (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0115\" name=\"bbib0115\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0115\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Epskamp &amp; Fried, 2018<\/span><\/span><\/a>). Cet exemple illustre parfaitement le concept d\u2019\u00e9mergence (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0015\" name=\"btb0015\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0015\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 3<\/span><\/span><\/a>).<\/div>\n<div id=\"tb0015\" class=\"article-textbox\" role=\"region\" aria-label=\"\"><span class=\"label\">Encadr\u00e9 3<\/span><\/p>\n<div id=\"spar0035\" class=\"u-margin-s-bottom\">\u00c9mergence en psychologie<\/div>\n<div>\n<div id=\"par0280\" class=\"u-margin-s-bottom\">L\u2019\u00e9mergence d\u00e9crit l\u2019apparition de propri\u00e9t\u00e9s nouvelles et inattendues \u00e0 un niveau sup\u00e9rieur ou global du syst\u00e8me qui ne peuvent \u00eatre facilement d\u00e9crites, expliqu\u00e9es ou pr\u00e9dites \u00e0 partir des propri\u00e9t\u00e9s des composants de niveau inf\u00e9rieur de ce dernier (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0010\" name=\"bbib0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Boehnert, 2018<\/span><\/span><\/a>). En psychologie de la sant\u00e9, ce concept peut \u00eatre mobilis\u00e9 pour d\u00e9crire la fa\u00e7on dont des comportements (ex., l\u2019abandon du tabac, l\u2019initiation d\u2019un d\u00e9pistage) r\u00e9sultent d\u2019interactions complexes et multiples entre cognitions, \u00e9motions, relations sociales et environnement (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0325\" name=\"bbib0325\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0325\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Resnicow &amp; Page, 2008<\/span><\/span><\/a>). Il implique que l\u2019analyse de chaque facteur isol\u00e9 peut \u00eatre insuffisante pour comprendre le ph\u00e9nom\u00e8ne global.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"par0075\" class=\"u-margin-s-bottom\">Si nous avons \u00e9voqu\u00e9 la diff\u00e9rence de mod\u00e9lisation en r\u00e9seau par rapport \u00e0 des analyses en variables latentes \u00e0 l\u2019aide de techniques de mod\u00e9lisation par \u00e9quations structurelles (MES), il convient \u00e9galement de pr\u00e9ciser que des mod\u00e9lisations de structures complexes sont \u00e9galement possibles en MES \u00e0 l\u2019aide des analyses en pistes causales ou encore \u00e0 l\u2019aide de techniques appel\u00e9es \u00ab\u00a0Directed Acyclic Graph\u00a0\u00bb (DAG). Une des sp\u00e9cificit\u00e9s des analyses en r\u00e9seau est de pouvoir identifier plus facilement un \u00ab\u00a0squelette\u00a0\u00bb de structure du syst\u00e8me dans la mesure o\u00f9 les relations mod\u00e9lis\u00e9es n\u2019incluent pas de directionnalit\u00e9, contrairement aux analyses en piste causale. Cela permet d\u2019\u00e9viter le probl\u00e8me connu de l\u2019\u00e9quivalence de mod\u00e8les multiples en piste causale qui ne peuvent \u00eatre distingu\u00e9s par leurs indices d\u2019ad\u00e9quation aux donn\u00e9es. \u00c0 nouveau l\u2019int\u00e9r\u00eat de l\u2019approche en r\u00e9seau est de pouvoir identifier et mod\u00e9liser les caract\u00e9ristiques d\u2019un syst\u00e8me \u00ab\u00a0complexe\u00a0\u00bb (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0350\" name=\"bbib0350\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0350\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ryan et al., 2022<\/span><\/span><\/a>). Enfin, si l\u2019int\u00e9r\u00eat des analyses en r\u00e9seau appara\u00eet ici sur des donn\u00e9es \u00ab\u00a0transversales\u00a0\u00bb (au m\u00eame moment du temps), dans le cadre d\u2019analyses temporelles, les mod\u00e9lisations par \u00e9quations structurelles dynamiques (DSEM) permettent elles aussi de mod\u00e9liser des structures dynamiques et des boucles de r\u00e9troactions entre diff\u00e9rents composants d\u2019un syst\u00e8me (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0120\" name=\"bbib0120\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0120\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Epskamp et al., 2018a<\/span><\/span><\/a>).<\/div>\n<div id=\"par0080\" class=\"u-margin-s-bottom\">Forts de ces bases th\u00e9oriques, nous pouvons maintenant examiner les m\u00e9thodes concr\u00e8tes qui permettent d\u2019\u00e9tudier empiriquement ces syst\u00e8mes complexes.<\/div>\n<\/section>\n<\/section>\n<section id=\"sec0030\">\n<h2 id=\"sect0050\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">2.\u00a0Approches m\u00e9thodologiques inspir\u00e9es par la th\u00e9orie de la complexit\u00e9<\/h2>\n<div id=\"par0085\" class=\"u-margin-s-bottom\">Dans cette section, nous proposons de distinguer, d\u2019une part, les m\u00e9thodes de mod\u00e9lisation et d\u2019analyse issues de la th\u00e9orie de la complexit\u00e9 et, d\u2019autre part, les heuristiques conceptuelles permettant de mieux comprendre la dynamique des comportements.<\/div>\n<section id=\"sec0035\">\n<h3 id=\"sect0055\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">2.1.\u00a0M\u00e9thodes de mod\u00e9lisation et d\u2019analyse<\/h3>\n<section id=\"sec0040\">\n<h4 id=\"sect0060\" class=\"u-margin-m-top u-margin-xs-bottom\">2.1.1.\u00a0Analyses en r\u00e9seaux<\/h4>\n<div id=\"par0090\" class=\"u-margin-s-bottom\">L\u2019analyse en r\u00e9seaux constitue une approche m\u00e9thodologique permettant de conceptualiser et d\u2019\u00e9tudier des syst\u00e8mes complexes dans lesquels diff\u00e9rentes composantes interagissent (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0030\" name=\"bbib0030\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0030\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom et al., 2021<\/span><\/span><\/a>). Cette m\u00e9thodologie mod\u00e9lise divers \u00e9l\u00e9ments (sympt\u00f4mes, attitudes, croyances, indicateurs physiologiques) comme des n\u0153uds interconnect\u00e9s dans un syst\u00e8me dynamique ainsi qu\u2019une estimation de l\u2019importance de leurs inter-relations (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0030\" name=\"bbib0030\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0030\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom et al., 2021<\/span><\/span><\/a>). Pour analyser ces structures, plusieurs mod\u00e8les statistiques sont employ\u00e9s. Les donn\u00e9es transversales sont trait\u00e9es via les mod\u00e8les d\u2019Ising (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0400\" name=\"bbib0400\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0400\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van Borkulo et al., 2023<\/span><\/span><\/a>) pour les variables binaires, les mod\u00e8les graphiques gaussiens (GGM) pour les variables continues (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0165\" name=\"bbib0165\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0165\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Friedman et al., 2019<\/span><\/span><\/a>), et les mod\u00e8les mixtes (MGM) combinant les deux types de donn\u00e9es ainsi que des donn\u00e9es de comptage (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0195\" name=\"bbib0195\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0195\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haslbeck &amp; Waldorp, 2020<\/span><\/span><\/a>). L\u2019\u00e9tude des dynamiques temporelles s\u2019appuie sur des mod\u00e8les \u00e0 vecteur autor\u00e9gressif tels que le gVAR ou le mlVAR (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib441\" name=\"bbib441\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib441\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Epskamp, 2020<\/span><\/span><\/a>).<\/div>\n<div id=\"par0095\" class=\"u-margin-s-bottom\">Cette m\u00e9thodologie permet notamment d\u2019identifier des n\u0153uds centraux qui exercent une influence substantielle sur la dynamique globale du syst\u00e8me\u00a0\u2013\u00a0qu\u2019il s\u2019agisse d\u2019une attitude centrale dans un r\u00e9seau de croyances (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0100\" name=\"bbib0100\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0100\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Dalege et al., 2016<\/span><\/span><\/a>) ou d\u2019un sympt\u00f4me pivot dans un r\u00e9seau psychopathologique (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0345\" name=\"bbib0345\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0345\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Robinaugh et al., 2020<\/span><\/span><\/a>). \u00c0 travers l\u2019analyse des inter-relations, elle permet \u00e9galement de cartographier les boucles de r\u00e9troaction qui maintiennent ou modifient l\u2019\u00e9tat du syst\u00e8me. Dans les r\u00e9seaux temporels, la mod\u00e9lisation des relations r\u00e9ciproques et des boucles de r\u00e9troaction repose sur l\u2019id\u00e9e que les influences entre variables s\u2019exercent de mani\u00e8re dirig\u00e9e et successive au fil du temps, \u00e9vitant ainsi toute circularit\u00e9 instantan\u00e9e. Ainsi, une variable A au temps T peut influencer \u00e0 la fois sa propre valeur au temps T\u00a0+\u00a01\u00a0et celle d\u2019une variable B \u00e0 ce m\u00eame temps T\u00a0+\u00a01\u00a0; \u00e0 son tour, cette variable B au temps T\u00a0+\u00a01\u00a0pourra influencer la variable A au temps T\u00a0+\u00a02 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0125\" name=\"bbib0125\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0125\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Epskamp et al., 2018b<\/span><\/span><\/a>).<\/div>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0100\">Dans le cadre des analyses de r\u00e9seaux appliqu\u00e9es \u00e0 des donn\u00e9es ponctuelles (c.-\u00e0-d., non temporelles), le mod\u00e8le d\u2019Ising demeure actuellement l\u2019approche privil\u00e9gi\u00e9e pour \u00e9tudier des syst\u00e8mes caract\u00e9ris\u00e9s par une bi-stabilit\u00e9, c\u2019est-\u00e0-dire susceptibles d\u2019adopter spontan\u00e9ment l\u2019un de deux \u00e9tats stables oppos\u00e9s. Les param\u00e8tres du mod\u00e8le\u00a0\u2013 poids des inter-relations (ar\u00eates) et seuils d\u2019activation des n\u0153uds\u00a0\u2013 sont g\u00e9n\u00e9ralement estim\u00e9s par des r\u00e9gressions logistiques p\u00e9nalis\u00e9es de type LASSO (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0140\" name=\"bbib0140\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0140\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Finnemann et al., 2021<\/span><\/span><\/a>). La dynamique associ\u00e9e \u00e0 ce mod\u00e8le repose ensuite sur une formalisation \u00e9nerg\u00e9tique sp\u00e9cifique (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0140\" name=\"bbib0140\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0140\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Finnemann et al., 2021<\/span><\/span><\/a>, Eq. 1, p. 595). Cette formalisation \u00e9nerg\u00e9tique conduit typiquement \u00e0 une distribution bimodale du nombre de n\u0153uds activ\u00e9s, ce qui met en \u00e9vidence l\u2019existence de deux \u00e9tats stables oppos\u00e9s (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0205\" name=\"bbib0205\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0205\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haslbeck et al., 2021<\/span><\/span><\/a>,\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fig0010\" name=\"bfig0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fig0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fig. 2<\/span><\/span><\/a>, p. 307). Plusieurs \u00e9tudes confirment la pertinence clinique de cette bi-stabilit\u00e9 dans des r\u00e9seaux psychopathologiques, par exemple en montrant deux \u00e9tats oppos\u00e9s dans des r\u00e9seaux de sympt\u00f4mes d\u00e9pressifs (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0085\" name=\"bbib0085\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0085\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cramer et al., 2016<\/span><\/span><\/a>), ou en proposant des simulations permettant de cibler les sympt\u00f4mes les plus centraux afin d\u2019orienter le syst\u00e8me vers l\u2019\u00e9tat le moins pathologique possible (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0280\" name=\"bbib0280\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0280\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Lunansky et al., 2021<\/span><\/span><\/a>). Cette bi-stabilit\u00e9 peut \u00eatre \u00e9tendue \u00e0 une v\u00e9ritable multi-stabilit\u00e9 gr\u00e2ce \u00e0 l\u2019utilisation de mod\u00e8les \u00e0 plusieurs \u00e9tats, notamment le mod\u00e8le de Potts \u00e9tendu, adapt\u00e9 aux variables cat\u00e9gorielles comportant plusieurs niveaux interm\u00e9diaires (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0105\" name=\"bbib0105\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0105\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Dalege et al., 2024<\/span><\/span><\/a>), ou encore le mod\u00e8le de Blume-Capel qui introduit explicitement un \u00e9tat interm\u00e9diaire ou neutre (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0420\" name=\"bbib0420\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0420\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van der Maas et al., 2025<\/span><\/span><\/a>). Ces mod\u00e8les multi-\u00e9tats permettent \u00e9galement d\u2019identifier les \u00e9l\u00e9ments cl\u00e9s \u00e0 cibler dans les interventions afin d\u2019orienter le syst\u00e8me vers un \u00e9tat souhaitable (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0105\" name=\"bbib0105\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0105\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Dalege et al., 2024<\/span><\/span><\/a>). Enfin, il est \u00e9galement possible d\u2019identifier des communaut\u00e9s ou sous-syst\u00e8mes via des algorithmes sp\u00e9cialis\u00e9s (notamment Louvain et Walktrap), qui s\u2019appuient sur les patterns de corr\u00e9lations ou covariances partielles entre n\u0153uds. Cette d\u00e9tection d\u00e9pend n\u00e9anmoins de la qualit\u00e9 des donn\u00e9es, du mod\u00e8le utilis\u00e9 et des techniques de clustering utilis\u00e9es (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0070\" name=\"bbib0070\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0070\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Christensen et al., 2024<\/span><\/span><\/a>).<\/div>\n<figure id=\"fig0010\" class=\"figure text-xs\"><img decoding=\"async\" src=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr2.jpg\" alt=\"\" height=\"320\" aria-describedby=\"cap0010\" \/><\/p>\n<ol class=\"u-margin-s-bottom\">\n<li><a class=\"anchor download-link u-font-sans anchor-primary\" title=\"Download high-res image (244KB)\" href=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr2_lrg.jpg\" target=\"_blank\" rel=\"noopener\" download=\"\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Download:\u00a0<span class=\"download-link-title\">Download high-res image (244KB)<\/span><\/span><\/span><\/a><\/li>\n<li><a class=\"anchor download-link u-font-sans anchor-primary\" title=\"Download full-size image\" href=\"https:\/\/ars.els-cdn.com\/content\/image\/1-s2.0-S1269176325000641-gr2.jpg\" target=\"_blank\" rel=\"noopener\" download=\"\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Download:\u00a0<span class=\"download-link-title\">Download full-size image<\/span><\/span><\/span><\/a><\/li>\n<\/ol>\n<p id=\"spar0020\"><span class=\"label\">Fig. 2<\/span>.\u00a0Illustration des diff\u00e9rentes causes du changement de comportement selon le mod\u00e8le des paysages \u00e0 attracteurs.<\/p>\n<p><span class=\"captions text-s\"><span id=\"cap0010\"><\/span>Figure issue de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>.<\/span><\/figure>\n<\/div>\n<div id=\"par0105\" class=\"u-margin-s-bottom\">Nous venons d\u2019\u00e9voquer les r\u00e9seaux temporels qui font partie des mod\u00e9lisations dynamiques. Nous en proposons une description plus pr\u00e9cise ci-dessous.<\/div>\n<\/section>\n<section id=\"sec0045\">\n<h4 id=\"sect0065\" class=\"u-margin-m-top u-margin-xs-bottom\">2.1.2.\u00a0Mod\u00e9lisation dynamique<\/h4>\n<div id=\"par0110\" class=\"u-margin-s-bottom\">Dans le domaine de la psychologie de la sant\u00e9, la mod\u00e9lisation dynamique permet de mieux comprendre les processus qui m\u00e8nent \u00e0 l\u2019adoption ou la cessation d\u2019un comportement, en s\u2019int\u00e9ressant \u00e0 des trajectoires plus fines, parfois consid\u00e9r\u00e9es \u00e0 l\u2019\u00e9chelle intra-individuelle, plut\u00f4t que centr\u00e9e uniquement sur les effets de groupe (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0305\" name=\"bbib0305\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0305\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Molenaar &amp; Campbell, 2009<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib436\" name=\"bbib436\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib436\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom &amp; Haslbeck, 2024<\/span><\/span><\/a>). Cela consiste \u00e0 recueillir des mesures r\u00e9p\u00e9t\u00e9es de mani\u00e8re intense sur un m\u00eame individu (p. ex. plusieurs donn\u00e9es journali\u00e8res sur plusieurs semaines relatives \u00e0 l\u2019humeur, la motivation ou l\u2019activit\u00e9 physique) afin de d\u00e9tecter des changements de phase ou des basculements de trajectoire. L\u2019enjeu principal est de saisir les m\u00e9canismes internes et les boucles de r\u00e9troaction qui peuvent s\u2019installer au fil du temps\u00a0: par exemple, la fatigue accumul\u00e9e un jour peut influer sur la motivation le lendemain, laquelle peut \u00e0 son tour affecter le comportement observ\u00e9 le surlendemain, et ainsi de suite (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0110\" name=\"bbib0110\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0110\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Dunton et al., 2020<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0065\" name=\"bbib0065\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0065\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Chevance et al., 2021b<\/span><\/span><\/a>). Cette perspective temporelle ouvre \u00e9galement la voie \u00e0 l\u2019identification de signaux pr\u00e9curseurs de changements comportementaux.<\/div>\n<\/section>\n<section id=\"sec0050\">\n<h4 id=\"sect0070\" class=\"u-margin-m-top u-margin-xs-bottom\">2.1.3.\u00a0Signaux pr\u00e9coces et basculements<\/h4>\n<div id=\"par0115\" class=\"u-margin-s-bottom\">Un autre aspect int\u00e9ressant qu\u2019ouvrent les mesures longitudinales intenses est la possibilit\u00e9 de d\u00e9tecter certains signaux pr\u00e9coces (<em>early warning signals<\/em>), tels qu\u2019un ralentissement critique (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0405\" name=\"bbib0405\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0405\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van de Leemput et al., 2014<\/span><\/span><\/a>), pouvant indiquer qu\u2019un changement soudain du syst\u00e8me est imminent. Il s\u2019agit d\u2019un ph\u00e9nom\u00e8ne o\u00f9, apr\u00e8s une petite perturbation (une journ\u00e9e de forte fatigue, par exemple), le retour \u00e0 l\u2019\u00e9tat d\u2019\u00e9quilibre (comportement habituel) s\u2019av\u00e8re de plus en plus lent, sugg\u00e9rant une perte de stabilit\u00e9 du syst\u00e8me (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0385\" name=\"bbib0385\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0385\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Sterman, 2006<\/span><\/span><\/a>). Cela peut se traduire par la pr\u00e9sence d\u2019un point de bascule (<em>tipping points<\/em>) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0395\" name=\"bbib0395\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0395\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Strogatz, 2015<\/span><\/span><\/a>) se manifestant lorsqu\u2019un seuil est franchi, entra\u00eenant une reconfiguration parfois rapide et drastique du syst\u00e8me (<em>bifurcation<\/em>).<\/div>\n<div id=\"par0120\" class=\"u-margin-s-bottom\">Les signaux pr\u00e9coces peuvent servir \u00e0\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0125\" class=\"u-margin-s-bottom\">d\u00e9tecter le risque de rechute\u00a0: une recrudescence d\u2019h\u00e9sitations ou de fluctuations n\u00e9gatives (faible motivation, augmentation de la s\u00e9dentarit\u00e9) peut signaler qu\u2019une personne est proche de retomber dans un \u00e9tat de non-pratique ou de d\u00e9sengagement (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0110\" name=\"bbib0110\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0110\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Dunton et al., 2020<\/span><\/span><\/a>)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0130\" class=\"u-margin-s-bottom\">identifier une fen\u00eatre d\u2019opportunit\u00e9\u00a0: \u00e0 l\u2019inverse, l\u2019approche par signaux pr\u00e9coces peut r\u00e9v\u00e9ler qu\u2019un nouveau comportement (par ex. adopter un r\u00e9gime alimentaire \u00e9quilibr\u00e9) est en train de se stabiliser. Une intervention cibl\u00e9e (conseils, soutien social, dispositifs e-sant\u00e9) \u00e0 ce moment pr\u00e9cis peut aider \u00e0 consolider le basculement dans l\u2019\u00e9tat souhait\u00e9 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0340\" name=\"bbib0340\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0340\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Riley et al., 2015<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0385\" name=\"bbib0385\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0385\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Sterman, 2006<\/span><\/span><\/a>).<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0135\" class=\"u-margin-s-bottom\">Au-del\u00e0 de ces m\u00e9thodes analytiques sp\u00e9cifiques, la th\u00e9orie de la complexit\u00e9 propose \u00e9galement des cadres conceptuels int\u00e9gratifs tel que le mod\u00e8le des paysages \u00e0 attracteurs.<\/div>\n<\/section>\n<\/section>\n<section id=\"sec0055\">\n<h3 id=\"sect0075\" class=\"u-h4 u-margin-m-top u-margin-xs-bottom\">2.2.\u00a0Cadres conceptuels et heuristiques\u00a0: l\u2019exemple du Mod\u00e8le des Paysages \u00e0 Attracteurs<\/h3>\n<div id=\"par0140\" class=\"u-margin-s-bottom\">Au-del\u00e0 des m\u00e9thodes d\u2019analyse et de simulation pr\u00e9c\u00e9demment pr\u00e9sent\u00e9es, il existe des heuristiques permettant d\u2019organiser plus globalement la r\u00e9flexion sur la dynamique complexe des comportements. Le Mod\u00e8le des Paysages \u00e0 Attracteurs (MPA) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0050\" name=\"bbib0050\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0050\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Butner et al., 2015<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>) constitue \u00e0 ce titre un exemple, notamment parce qu\u2019il propose une vision dynamique du changement comportemental tout en restant compatible avec les perspectives plus classiques et largement mobilis\u00e9es en psychologie de la sant\u00e9 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0080\" name=\"bbib0080\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0080\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Conner &amp; Norman, 2017<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0170\" name=\"bbib0170\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0170\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Glanz et al., 2015<\/span><\/span><\/a>). Le MPA permet en effet d\u2019articuler diff\u00e9rents niveaux d\u2019analyse en psychologie de la sant\u00e9 dans un m\u00eame cadre visuel et conceptuel. Il se d\u00e9cline \u00e0 trois niveaux compl\u00e9mentaires.<\/div>\n<div id=\"par0145\" class=\"u-margin-s-bottom\">Tout d\u2019abord, il fonctionne comme une m\u00e9taphore visuelle intuitive\u00a0: dans ce mod\u00e8le, le comportement (ou l\u2019\u00e9tat d\u2019une personne) est repr\u00e9sent\u00e9 par un \u00ab\u00a0point\u00a0\u00bb qui \u00e9volue dans un paysage compos\u00e9 de vall\u00e9es (attracteurs, \u00e9tats stables) et de cr\u00eates (barri\u00e8res, obstacles au changement) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fig0005\" name=\"bfig0005\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fig0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fig. 1<\/span><\/span><\/a>, librement accessible sur\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/doi.org\/10.31234\/osf.io\/3rxyd\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">https:\/\/doi.org\/10.31234\/osf.io\/3rxyd<\/span><\/span><\/a>). Cette repr\u00e9sentation rend particuli\u00e8rement visible la notion abstraite de (ins)stabilit\u00e9 comportementale ou de transition d\u2019un comportement \u00e0 un autre.<\/div>\n<div id=\"par0150\" class=\"u-margin-s-bottom\">Ensuite, le MPA joue un r\u00f4le d\u2019heuristique<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fn0010\" name=\"bfn0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fn0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>2<\/sup><\/span><\/span><\/a>\u00a0conceptuelle guidant la r\u00e9flexion m\u00e9thodologique\u00a0: ainsi, dans les exemples d\u2019analyses en r\u00e9seau que nous pr\u00e9sentons, le mod\u00e8le permet d\u2019interpr\u00e9ter comment la densit\u00e9 et l\u2019intensit\u00e9 des interactions entre sympt\u00f4mes ou comportements influencent la profondeur ou l\u2019aplanissement de ces vall\u00e9es comportementales. De m\u00eame, la d\u00e9tection de signaux pr\u00e9coces est facilit\u00e9e par cette image topographique\u00a0: les signaux pr\u00e9coces annoncent qu\u2019un \u00e9tat comportemental se rapproche d\u2019une cr\u00eate critique pouvant mener \u00e0 une rechute ou \u00e0 une transition majeure vers un nouvel \u00e9tat.<\/div>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0155\">En outre, lorsque les donn\u00e9es le permettent, le MPA peut aussi devenir un objet empirique mesurable. \u00c0 partir de variables binaires (pr\u00e9sence\/absence de sympt\u00f4mes par exemple), des mod\u00e8les math\u00e9matiques pr\u00e9cis issus de la physique statistique comme le mod\u00e8le d\u2019Ising permettent d\u2019obtenir un v\u00e9ritable \u00ab\u00a0paysage d\u2019\u00e9nergie\u00a0\u00bb, dont les caract\u00e9ristiques (profondeur des attracteurs, hauteur des barri\u00e8res, etc.) sont quantifi\u00e9es pr\u00e9cis\u00e9ment (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0135\" name=\"bbib0135\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0135\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ezaki et al., 2017<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0285\" name=\"bbib0285\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0285\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Masuda et al., 2024<\/span><\/span><\/a>). Cette correspondance pr\u00e9cise entre analyses en r\u00e9seau et paysage d\u2019\u00e9nergie a \u00e9t\u00e9 formalis\u00e9e rigoureusement par\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0420\" name=\"bbib0420\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0420\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van der Maas et al. (2025)<\/span><\/span><\/a>, qui montrent que chaque param\u00e8tre du mod\u00e8le d\u2019Ising utilis\u00e9 dans les analyses en r\u00e9seau (poids d\u2019ar\u00eate entre sympt\u00f4mes, seuil d\u2019activation) poss\u00e8de un homologue direct dans la topographie du paysage (respectivement\u00a0: pente locale, profondeur de vall\u00e9e). Cette \u00e9quivalence math\u00e9matique justifie l\u2019usage conjoint des analyses en r\u00e9seau et du Mod\u00e8le des Paysages \u00e0 Attracteurs pour une \u00e9tude potentiellement plus compl\u00e8te de la dynamique comportementale en psychologie de la sant\u00e9 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0020\" name=\"btb0020\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0020\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 4<\/span><\/span><\/a>).<\/div>\n<div id=\"tb0020\" class=\"article-textbox\" role=\"region\" aria-label=\"\"><span class=\"label\">Encadr\u00e9 4<\/span><\/p>\n<div id=\"spar0040\" class=\"u-margin-s-bottom\">Comprendre le lien entre r\u00e9seau et paysage\u00a0: l\u2019exemple de l\u2019activit\u00e9 physique<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fn0015\" name=\"bfn0015\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fn0015\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>3<\/sup><\/span><\/span><\/a><\/div>\n<div>\n<div id=\"par0285\" class=\"u-margin-s-bottom\"><em>L\u2019id\u00e9e de base en une image<\/em><\/div>\n<div id=\"par0290\" class=\"u-margin-s-bottom\">Imaginez une bille sur un terrain vallonn\u00e9. Elle roule naturellement vers les creux (les vall\u00e9es) et y reste coinc\u00e9e. Pour la faire sortir d\u2019une vall\u00e9e, il faut lui donner de l\u2019\u00e9nergie pour franchir les bosses (les collines). Les analyses en r\u00e9seau nous permettent de \u00ab\u00a0sculpter\u00a0\u00bb math\u00e9matiquement ce terrain \u00e0 partir des connexions entre sympt\u00f4mes ou comportements. Voici comment, avec un exemple concret (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0020\" name=\"btb0020\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0020\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 4<\/span><\/span><\/a>).<\/div>\n<div id=\"par0295\" class=\"u-margin-s-bottom\"><em>Le r\u00e9seau\u00a0: des dominos qui se font tomber<\/em><\/div>\n<div id=\"par0300\" class=\"u-margin-s-bottom\">Prenons quatre comportements li\u00e9s \u00e0 l\u2019activit\u00e9 physique\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0305\" class=\"u-margin-s-bottom\">s\u00e9dentarit\u00e9 (rester assis toute la journ\u00e9e)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0310\" class=\"u-margin-s-bottom\">fatigue (se sentir \u00e9puis\u00e9)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0315\" class=\"u-margin-s-bottom\">d\u00e9motivation (perdre l\u2019envie de bouger)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0320\" class=\"u-margin-s-bottom\">\u00e9vitement (reporter l\u2019exercice \u00e0 demain).<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0325\" class=\"u-margin-s-bottom\">Ces comportements sont comme des dominos dispos\u00e9s en cercle\u00a0: quand l\u2019un tombe, il fait tomber les autres. L\u2019analyse en r\u00e9seau mesure la \u00ab\u00a0force\u00a0\u00bb avec laquelle chaque domino pousse le suivant. Par exemple\u00a0: la s\u00e9dentarit\u00e9 entra\u00eene souvent la fatigue, la fatigue diminue la motivation, le manque de motivation conduit \u00e0 \u00e9viter l\u2019exercice et l\u2019\u00e9vitement renforce la s\u00e9dentarit\u00e9. C\u2019est un cercle vicieux o\u00f9 chaque comportement en active un autre.<\/div>\n<div id=\"par0330\" class=\"u-margin-s-bottom\"><em>Du r\u00e9seau au paysage\u00a0: la magie math\u00e9matique<\/em><\/div>\n<div id=\"par0335\" class=\"u-margin-s-bottom\">Les math\u00e9matiques nous permettent de transformer ce r\u00e9seau de connexions en un \u00ab\u00a0paysage\u00a0\u00bb avec des vall\u00e9es et des collines. Le principe est simple\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0340\" class=\"u-margin-s-bottom\">les comportements qui s\u2019activent ensemble forment des vall\u00e9es\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2218<\/span>\n<div id=\"par0345\" class=\"u-margin-s-bottom\">plus les connexions sont fortes entre des comportements, plus la vall\u00e9e est profonde,<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2218<\/span>\n<div id=\"par0350\" class=\"u-margin-s-bottom\">c\u2019est pourquoi \u00ab\u00a0s\u00e9dentaire\u00a0+\u00a0fatigu\u00e9\u00a0+\u00a0d\u00e9motiv\u00e9\u00a0+\u00a0\u00e9vitant\u00a0\u00bb forme une vall\u00e9e tr\u00e8s profonde\u00a0;<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0355\" class=\"u-margin-s-bottom\">les situations o\u00f9 certains comportements sont actifs et d\u2019autres non forment des collines\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2218<\/span>\n<div id=\"par0360\" class=\"u-margin-s-bottom\">c\u2019est instable\u00a0: soit on bascule vers \u00ab\u00a0tout actif\u00a0\u00bb (vall\u00e9e s\u00e9dentaire), soit vers \u00ab\u00a0rien d\u2019actif\u00a0\u00bb (vall\u00e9e active)\u00a0;<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0365\" class=\"u-margin-s-bottom\">deux vall\u00e9es principales \u00e9mergent\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2218<\/span>\n<div id=\"par0370\" class=\"u-margin-s-bottom\">la vall\u00e9e active\u00a0: aucun comportement probl\u00e9matique n\u2019est actif,<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2218<\/span>\n<div id=\"par0375\" class=\"u-margin-s-bottom\">la vall\u00e9e s\u00e9dentaire\u00a0: tous les comportements probl\u00e9matiques sont actifs.<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0380\" class=\"u-margin-s-bottom\"><em>L\u2019asym\u00e9trie qui explique tout<\/em><\/div>\n<div id=\"par0385\" class=\"u-margin-s-bottom\">Une caract\u00e9ristique essentielle du paysage est qu\u2019il n\u2019est pas sym\u00e9trique.<\/div>\n<div id=\"par0390\" class=\"u-margin-s-bottom\">\u2192\u00a0Tomber dans la s\u00e9dentarit\u00e9 est facile (pente douce)\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0395\" class=\"u-margin-s-bottom\">un peu de stress au travail\u00a0\u2192\u00a0moins de temps pour bouger\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0400\" class=\"u-margin-s-bottom\">un peu moins d\u2019activit\u00e9\u00a0\u2192\u00a0un peu plus fatigu\u00e9\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0405\" class=\"u-margin-s-bottom\">un peu plus fatigu\u00e9\u00a0\u2192\u00a0moins motiv\u00e9\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0410\" class=\"u-margin-s-bottom\">moins motiv\u00e9\u00a0\u2192\u00a0on saute une s\u00e9ance\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0415\" class=\"u-margin-s-bottom\">et hop, on glisse doucement vers la vall\u00e9e s\u00e9dentaire.<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0420\" class=\"u-margin-s-bottom\">\u2192\u00a0En sortir est difficile (pente raide)\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0425\" class=\"u-margin-s-bottom\">il faut combattre tous les comportements en m\u00eame temps\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0430\" class=\"u-margin-s-bottom\">chaque progr\u00e8s est \u00ab\u00a0tir\u00e9 en arri\u00e8re\u00a0\u00bb par les autres comportements encore actifs\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0435\" class=\"u-margin-s-bottom\">c\u2019est comme essayer de faire remonter tous les dominos en m\u00eame temps.<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0440\" class=\"u-margin-s-bottom\"><em>Ce que cela signifie concr\u00e8tement<\/em><\/div>\n<div id=\"par0445\" class=\"u-margin-s-bottom\">Cette transformation r\u00e9seau\u00a0\u2192\u00a0paysage nous apprend que\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0450\" class=\"u-margin-s-bottom\">la pr\u00e9vention est centrale\u00a0: il est beaucoup plus facile de maintenir quelqu\u2019un actif que de le faire redevenir actif\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0455\" class=\"u-margin-s-bottom\">les petits efforts ne suffisent pas\u00a0: pour sortir de la s\u00e9dentarit\u00e9, il faut un effort important et soutenu, pas juste \u00ab\u00a0un peu de volont\u00e9\u00a0\u00bb\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0460\" class=\"u-margin-s-bottom\">cibler les bonnes connexions\u00a0: si on peut \u00ab\u00a0casser\u00a0\u00bb certains liens du r\u00e9seau (par exemple, emp\u00eacher que la fatigue ne d\u00e9truise la motivation), on peut modifier le paysage.<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div id=\"par0465\" class=\"u-margin-s-bottom\"><em>En r\u00e9sum\u00e9<\/em><\/div>\n<div id=\"par0470\" class=\"u-margin-s-bottom\">Les analyses en r\u00e9seau identifient comment les sympt\u00f4mes ou comportements s\u2019influencent mutuellement. Les mod\u00e8les de paysages transforment ces influences en un terrain avec des vall\u00e9es (\u00e9tats stables) et des collines (barri\u00e8res \u00e0 franchir). Cette transformation math\u00e9matique r\u00e9v\u00e8le pourquoi certains changements sont si difficiles\u00a0: non pas par manque de volont\u00e9, mais parce que la structure m\u00eame du syst\u00e8me cr\u00e9e des \u00ab\u00a0pi\u00e8ges\u00a0\u00bb dont il est objectivement difficile de sortir. C\u2019est la force de cette approche\u00a0: elle transforme une intuition (\u00ab\u00a0c\u2019est dur de reprendre le sport\u00a0\u00bb) en compr\u00e9hension structurelle (\u00ab\u00a0voici pr\u00e9cis\u00e9ment pourquoi c\u2019est dur et ce qu\u2019on peut faire\u00a0\u00bb).<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"par0160\" class=\"u-margin-s-bottom\">Notons \u00e9galement que, lorsque les donn\u00e9es empiriques s\u2019y pr\u00eatent, le MPA peut devenir un objet quantifiable math\u00e9matiquement (par exemple via un paysage d\u2019\u00e9nergie d\u00e9riv\u00e9 d\u2019un mod\u00e8le Ising pour des variables binaires\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0135\" name=\"bbib0135\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0135\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ezaki et al., 2017<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0095\" name=\"bbib0095\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0095\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cui et al., 2023<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0285\" name=\"bbib0285\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0285\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Masuda et al., 2024<\/span><\/span><\/a>). Pour des variables continues mesur\u00e9es via des protocoles intensifs longitudinaux, la th\u00e9orie indique la possibilit\u00e9 de calculer un \u00ab\u00a0quasi-potentiel\u00a0\u00bb (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0150\" name=\"bbib0150\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0150\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Freidlin &amp; Wentzell, 2012<\/span><\/span><\/a>), bien que cette application reste encore essentiellement th\u00e9orique en psychologie de la sant\u00e9 \u00e0 ce jour (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>).<\/div>\n<div id=\"par0165\" class=\"u-margin-s-bottom\">Deux m\u00e9canismes non exclusifs permettent d\u2019expliquer comment un individu peut changer de comportement (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#fig0010\" name=\"bfig0010\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"fig0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Fig. 2<\/span><\/span><\/a>, librement accessible sur\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/doi.org\/10.31234\/osf.io\/3rxyd\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">https:\/\/doi.org\/10.31234\/osf.io\/3rxyd<\/span><\/span><\/a>)\u00a0:<\/p>\n<ul class=\"list\">\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0170\" class=\"u-margin-s-bottom\">basculement induit par la bifurcation (<em>B-tipping<\/em>)\u00a0: le paysage lui-m\u00eame se transforme lentement ou brusquement, rendant l\u2019attracteur initial moins profond ou moins stable, voire faisant appara\u00eetre un nouvel attracteur plus favorable. Par exemple, une \u00e9volution progressive des normes sociales et des politiques publiques de sant\u00e9 peut, \u00e0 terme, modifier la \u00ab\u00a0topographie\u00a0\u00bb motivationnelle et encourager l\u2019adoption d\u2019un comportement (ex. le d\u00e9pistage syst\u00e9matique ou l\u2019activit\u00e9 physique r\u00e9guli\u00e8re) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0050\" name=\"bbib0050\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0050\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Butner et al., 2015<\/span><\/span><\/a>)\u00a0;<\/div>\n<\/li>\n<li class=\"react-xocs-list-item\"><span class=\"list-label\">\u2022<\/span>\n<div id=\"par0175\" class=\"u-margin-s-bottom\">basculement induit par le bruit (<em>N-tipping<\/em>)\u00a0: dans ce cas, le paysage demeure globalement identique, mais une perturbation ponctuelle suffisamment forte (un \u00e9v\u00e9nement de vie marquant, un test m\u00e9dical impos\u00e9, un soutien financier exceptionnel, etc.) \u00ab\u00a0propulse\u00a0\u00bb le syst\u00e8me hors de son attracteur. Sans changer la structure globale, l\u2019individu peut alors se trouver dans un nouvel attracteur (par exemple une habitude plus saine), m\u00eame si le risque de retour \u00e0 l\u2019\u00e9tat pr\u00e9c\u00e9dent demeure \u00e9lev\u00e9 tant que le paysage lui-m\u00eame n\u2019a pas \u00e9t\u00e9 alt\u00e9r\u00e9 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0220\" name=\"bbib0220\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Heino et al., 2023<\/span><\/span><\/a>).<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"u-margin-s-bottom\">\n<div id=\"par0180\">Cette conception diff\u00e8re des mod\u00e8les plus classiques de la psychologie de la sant\u00e9, centr\u00e9s sur des relations entre variables (croyances, intentions et comportements) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0005\" name=\"bbib0005\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ajzen, 1991<\/span><\/span><\/a>\u00a0;\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0295\" name=\"bbib0295\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0295\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Michie et al., 2018<\/span><\/span><\/a>) en se focalisant sur les propri\u00e9t\u00e9s du syst\u00e8me. L\u00e0 o\u00f9 les approches sociocognitives proposent g\u00e9n\u00e9ralement une progression graduelle (stades de changement, prise de d\u00e9cision rationnelle, etc.), le MPA insiste sur la non-lin\u00e9arit\u00e9 et la possibilit\u00e9 de basculements soudains, ainsi que sur la n\u00e9cessit\u00e9 de consid\u00e9rer les multiples boucles de r\u00e9troaction (individuelles, sociales, environnementales) qui fa\u00e7onnent la \u00ab\u00a0topographie\u00a0\u00bb du paysage. Au lieu de viser un contr\u00f4le strict des d\u00e9terminants (par ex. augmenter la motivation X pour obtenir l\u2019effet Y), on met l\u2019accent sur la configuration globale du syst\u00e8me et l\u2019identification de moments cl\u00e9s o\u00f9 une intervention ponctuelle ou progressive sur un ou plusieurs \u00e9l\u00e9ments du syst\u00e8me et\/ou sur la relations entre certains \u00e9l\u00e9ments du syst\u00e8mes, peut d\u00e9placer durablement le syst\u00e8me vers un bassin d\u2019attraction plus vertueux pour l\u2019individu (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#tb0025\" name=\"btb0025\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"tb0025\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Encadr\u00e9 5<\/span><\/span><\/a>).<\/div>\n<div id=\"tb0025\" class=\"article-textbox\" role=\"region\" aria-label=\"\"><span class=\"label\">Encadr\u00e9 5<\/span><\/p>\n<div id=\"spar0045\" class=\"u-margin-s-bottom\">Auto-organisation et \u00e9quilibre dynamique<\/div>\n<div>\n<div id=\"par0475\" class=\"u-margin-s-bottom\">\u00ab\u00a0L\u2019auto-organisation, ou ordre spontan\u00e9, est un processus dans lequel un ordre global \u00e9merge des interactions locales entre les parties d\u2019un syst\u00e8me complexe initialement d\u00e9sordonn\u00e9\u00a0\u00bb (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib437\" name=\"bbib437\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib437\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024<\/span><\/span><\/a>, Chap. 5, p.\u00a0125). Dans les comportements de sant\u00e9, on observe parfois des configurations stables (ex., maintien d\u2019un mode de vie s\u00e9dentaire) qui peuvent soudainement se transformer (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0330\" name=\"bbib0330\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0330\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Resnicow &amp; Vaughan, 2006<\/span><\/span><\/a>). Cet \u00e9quilibre dynamique fait que des comportements paraissent immuables jusqu\u2019\u00e0 ce qu\u2019une perturbation \u2014\u00a0interne ou externe\u00a0\u2014 enclenche un changement drastique.<\/div>\n<\/div>\n<\/div>\n<\/div>\n<div id=\"par0185\" class=\"u-margin-s-bottom\">Apr\u00e8s avoir pr\u00e9sent\u00e9 ces diff\u00e9rentes approches, il est n\u00e9cessaire d\u2019examiner de mani\u00e8re critique leurs apports, leurs limites et leurs implications pratiques.<\/div>\n<\/section>\n<\/section>\n<section id=\"sec0060\">\n<h2 id=\"sect0080\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">3.\u00a0Discussion<\/h2>\n<div id=\"par0190\" class=\"u-margin-s-bottom\">La th\u00e9orie de la complexit\u00e9 et son application en psychologie de la sant\u00e9 enrichissent l\u2019analyse des comportements de plusieurs mani\u00e8res\u00a0: elles mettent en lumi\u00e8re les processus d\u2019\u00e9mergence au sein d\u2019un syst\u00e8me, la temporalit\u00e9 et les boucles de r\u00e9troaction, autant d\u2019\u00e9l\u00e9ments susceptibles de compl\u00e9ter les mod\u00e9lisations classiques en psychologie, comme les r\u00e9gressions lin\u00e9aires. \u00c0 travers cette r\u00e9flexion, plusieurs axes de recherche ou de mise en pratique m\u00e9ritent d\u2019\u00eatre discut\u00e9s.<\/div>\n<div id=\"par0195\" class=\"u-margin-s-bottom\">Ces nouvelles approches, bien que prometteuses, comportent plusieurs limites qu\u2019il est essentiel de comprendre. Dans le cas des analyses de r\u00e9seaux sur donn\u00e9es ponctuelles (non temporelles), seul le mod\u00e8le d\u2019Ising permet actuellement de d\u00e9tecter des \u00e9tats stables alternatifs dans lesquels un syst\u00e8me peut se maintenir (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib442\" name=\"bbib442\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib442\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haslbeck et al., 2022<\/span><\/span><\/a>). La caract\u00e9risation de ces \u00e9tats stables et des conditions de passage de l\u2019un \u00e0 l\u2019autre demeure un champ de recherche actif (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0095\" name=\"bbib0095\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0095\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cui et al., 2023<\/span><\/span><\/a>). Par ailleurs, ces analyses reposent souvent sur l\u2019hypoth\u00e8se que les connexions importantes entre \u00e9l\u00e9ments sont relativement peu nombreuses (hypoth\u00e8se dite de \u00ab\u00a0sparsit\u00e9\u00a0\u00bb). Si elle s\u2019av\u00e8re incorrecte \u2014\u00a0par exemple dans le cas de nombreux \u00e9l\u00e9ments fortement interconnect\u00e9s\u00a0\u2014 les r\u00e9sultats risquent d\u2019\u00eatre biais\u00e9s, certaines relations importantes pouvant \u00eatre consid\u00e9r\u00e9es \u00e0 tort comme n\u00e9gligeables (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0045\" name=\"bbib0045\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0045\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Burger et al., 2022<\/span><\/span><\/a>). Un d\u00e9fi suppl\u00e9mentaire concerne l\u2019analyse de donn\u00e9es issues d\u2019\u00e9chelles ordinales (du type \u00ab\u00a0jamais-parfois-souvent-toujours\u00a0\u00bb), tr\u00e8s fr\u00e9quentes en psychologie, mais dont le traitement statistique optimal fait encore d\u00e9bat (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0215\" name=\"bbib0215\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0215\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haslbeck et al., 2023<\/span><\/span><\/a>).<\/div>\n<div id=\"par0200\" class=\"u-margin-s-bottom\">Pour les analyses portant sur l\u2019\u00e9volution temporelle des ph\u00e9nom\u00e8nes, les mod\u00e8les actuels supposent g\u00e9n\u00e9ralement une certaine stabilit\u00e9 statistique (hypoth\u00e8se de \u00ab\u00a0stationnarit\u00e9\u00a0\u00bb), c\u2019est-\u00e0-dire que les variables fluctuent autour d\u2019une moyenne constante au cours du temps. Cette hypoth\u00e8se peut se r\u00e9v\u00e9ler probl\u00e9matique lors d\u2019interventions psychologiques visant pr\u00e9cis\u00e9ment \u00e0 induire des changements durables (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0200\" name=\"bbib0200\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0200\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Haslbeck et al., 2021<\/span><\/span><\/a>). Un int\u00e9r\u00eat croissant s\u2019est port\u00e9 sur l\u2019identification de signes pr\u00e9coces (\u00ab\u00a0Early Warning Signals\u00a0\u00bb) annon\u00e7ant un changement important du syst\u00e8me depuis leur observation dans le cadre d\u2019une rechute d\u00e9pressive chez un patient suivi \u00e0 l\u2019aide d\u2019un protocole de suivi longitudinal intense appel\u00e9 EMA (Ecological Momentary Assessment) (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0435\" name=\"bbib0435\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0435\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Wichers et al., 2016<\/span><\/span><\/a>). Ainsi, les signaux pr\u00e9coces de d\u00e9stabilisation permettraient d\u2019identifier le basculement vers un nouvel \u00e9tat d\u2019\u00e9quilibre conform\u00e9ment au MPA. Pour autant, m\u00eame avec l\u2019utilisation de ce type de dispositif d\u2019\u00e9valuation (protocole EMA), l\u2019identification de ces signaux n\u00e9cessite beaucoup de prudence. En effet, des difficult\u00e9s de mesure persistent notamment en ce qui concerne la capacit\u00e9 \u00e0 identifier ces signaux pr\u00e9coce de d\u00e9stabilisation qui n\u00e9cessitent une id\u00e9e pr\u00e9cise des variables \u00e0 mesurer mais \u00e9galement de leur r\u00e9solution temporelle pour pouvoir les d\u00e9tecter. Et si m\u00eame si un protocole est en capacit\u00e9 de \u00ab\u00a0bien mesurer\u00a0\u00bb ces variables aux \u00ab\u00a0bons moments\u00a0\u00bb, un changement psychologique significatif peut toutefois survenir sans aucun signe avant-coureur d\u00e9tectable et, \u00e0 l\u2019inverse, une d\u00e9stabilisation apparente ne d\u00e9bouche pas toujours sur un r\u00e9el changement d\u2019\u00e9tat (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0225\" name=\"bbib0225\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0225\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Helmich et al., 2024<\/span><\/span><\/a>). La mod\u00e9lisation de ph\u00e9nom\u00e8nes s\u2019inscrivant \u00e0 diff\u00e9rentes \u00e9chelles temporelles \u2014\u00a0comme l\u2019influence r\u00e9ciproque entre les \u00e9motions quotidiennes et des traits de personnalit\u00e9 plus\u00a0\u2014 requiert par ailleurs des mod\u00e8les particuli\u00e8rement sophistiqu\u00e9s tels que des mod\u00e9lisations en r\u00e9seau multicouche (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0270\" name=\"bbib0270\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0270\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Lunansky et al., 2020<\/span><\/span><\/a>) dont la mise en \u0153uvre demeure techniquement complexe (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0255\" name=\"bbib0255\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0255\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Kivel\u00e4 et al., 2014<\/span><\/span><\/a>).<\/div>\n<div id=\"par0205\" class=\"u-margin-s-bottom\">Sur le plan \u00e9thique et pratique, le d\u00e9veloppement de m\u00e9thodes de suivi intensif (questionnaires multiples par jour, capteurs, smartphones) et d\u2019\u00e9tudes de r\u00e9seau \u00e0 grande \u00e9chelle (tra\u00e7age num\u00e9rique, g\u00e9olocalisation) soul\u00e8ve des questions majeures. La protection de la vie priv\u00e9e, le consentement \u00e9clair\u00e9 et la transparence des mod\u00e8les pr\u00e9dictifs constituent d\u00e9sormais des enjeux cruciaux pour une recherche responsable. L\u2019utilisation croissante de mod\u00e8les complexes, permettant de simuler virtuellement l\u2019effet d\u2019interventions, exige \u00e9galement une vigilance particuli\u00e8re quant \u00e0 la rigueur scientifique et \u00e0 la clart\u00e9 envers les participants.<\/div>\n<div id=\"par0210\" class=\"u-margin-s-bottom\">Ces diff\u00e9rentes limites ne remettent pas en cause la pertinence de ces nouvelles approches, mais soulignent plut\u00f4t la n\u00e9cessit\u00e9 de les employer de mani\u00e8re r\u00e9fl\u00e9chie et rigoureuse. Elles invitent aussi \u00e0 poursuivre les d\u00e9veloppements m\u00e9thodologiques pour mieux tenir compte des sp\u00e9cificit\u00e9s des donn\u00e9es psychologiques et des processus temporels complexes. La formation des chercheurs \u00e0 ces approches, y compris la compr\u00e9hension de leurs possibilit\u00e9s et de leurs limites, constitue donc un enjeu majeur pour en faire un usage ad\u00e9quat en psychologie de la sant\u00e9. L\u2019application des approches syst\u00e9miques rencontre cependant d\u2019autres d\u00e9fis pratiques.\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0320\" name=\"bbib0320\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0320\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Puukko et al. (2024)<\/span><\/span><\/a>\u00a0soulignent notamment la pression exerc\u00e9e pour obtenir des r\u00e9sultats rapides, l\u2019attrait de solutions de communication tr\u00e8s simples et une vision parfois trop r\u00e9ductrice des sciences comportementales. De mani\u00e8re ironique, on peut \u00e9galement s\u2019interroger sur l\u2019attrait que suscitent de nouvelles techniques d\u2019analyses sans pour autant ma\u00eetriser pleinement les m\u00e9thodes actuelles. Cette situation illustre la difficult\u00e9 \u00e0 concilier la complexit\u00e9 inh\u00e9rente aux ph\u00e9nom\u00e8nes de sant\u00e9 et la demande, souvent pressante, de solutions imm\u00e9diates et faciles \u00e0 communiquer.<\/div>\n<div id=\"par0215\" class=\"u-margin-s-bottom\">L\u2019objectif de notre article \u00e9tait de pr\u00e9senter un tour d\u2019horizon actuel sur l\u2019int\u00e9r\u00eat des approches en syst\u00e8me complexe dans le champ de la psychologie de la sant\u00e9. Cependant, l\u2019engouement actuel pour les analyses en r\u00e9seaux comme mod\u00e9lisation de cette approche nous incite \u00e9galement \u00e0 communiquer sur les hypoth\u00e8ses auxiliaires qui sous-tendent ces mod\u00e8les. Ces derni\u00e8res peuvent constituer des limites quant \u00e0 la vraisemblance des mod\u00e9lisations \u00e0 prendre en compte la complexit\u00e9 du r\u00e9el. C\u2019est aux chercheurs que nous sommes de nous rappeler l\u2019utilit\u00e9 de l\u2019approximation faite par les mod\u00e8les en nous r\u00e9f\u00e9rant au c\u00e9l\u00e8bre adage de Georges Box qui a inspir\u00e9 le titre de cet article. Par ailleurs, si le lecteur souhaite consulter des r\u00e9f\u00e9rences r\u00e9centes qui illustrent non seulement les diff\u00e9rentes analyses que nous avons pr\u00e9sent\u00e9es bri\u00e8vement, mais qui explicitent les enjeux actuels, nous recommandons les articles en anglais de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0030\" name=\"bbib0030\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0030\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Borsboom et al. (2021)<\/span><\/span><\/a>\u00a0et de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0040\" name=\"bbib0040\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0040\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Briganti et al. (2024)<\/span><\/span><\/a>. Pour les lecteurs francophones, il existe \u00e9galement une ressource \u00e0 vis\u00e9e didactique librement accessible (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0310\" name=\"bbib0310\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0310\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Morvan, 2024<\/span><\/span><\/a>).<\/div>\n<div id=\"par0220\" class=\"u-margin-s-bottom\">Il convient \u00e9galement de rappeler que l\u2019int\u00e9r\u00eat de l\u2019approche en syst\u00e8me complexe n\u2019est pas nouveau pour la psychologie, notamment dans le champ de la psychologie cognitive et du d\u00e9veloppement (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0380\" name=\"bbib0380\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0380\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Smith &amp; Thelen, 1993<\/span><\/span><\/a>). D\u00e8s 2005, des travaux francophones pr\u00e9sentent les travaux de Van der Maas et Molinaar sur la th\u00e9orie des catastrophes dans le cadre de changements d\u2019\u00e9tat de syst\u00e8mes bi-stables (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0240\" name=\"bbib0240\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0240\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Juhel, 2005<\/span><\/span><\/a>). Toutefois, le d\u00e9veloppement des approches en syst\u00e8mes complexes pour la psychologie est en grande partie d\u00fb \u00e0 la possibilit\u00e9 d\u2019effectuer ces mod\u00e9lisations gr\u00e2ce au d\u00e9veloppement de diff\u00e9rents packages R depuis 2012 (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0175\" name=\"bbib0175\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0175\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Golino et al., 2022<\/span><\/span><\/a>).<\/div>\n<div id=\"par0225\" class=\"u-margin-s-bottom\">En outre, nous appelons, \u00e0 des collaborations (sous-)multidisciplinaires qui mobilisent chercheurs et praticiens mais \u00e9galement entre diff\u00e9rents domaines des sciences et de la psychologie\u00a0: par exemple des approches plus sp\u00e9cialis\u00e9es sur les questions de mesures et de mod\u00e9lisations et d\u2019autres davantage sur les questions d\u2019\u00e9valuation et de prise en charge. De mani\u00e8re plus g\u00e9n\u00e9rale, les collaborations interdisciplinaires entre psychologie, physique statistique, sciences de la donn\u00e9e, et de la complexit\u00e9 sont souhaitables pour tirer le meilleur parti de la th\u00e9orie de la complexit\u00e9 et contribuer \u00e0 la compr\u00e9hension des comportements de sant\u00e9.<\/div>\n<\/section>\n<section id=\"sec0065\">\n<h2 id=\"sect0085\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">4.\u00a0Conclusion<\/h2>\n<div id=\"par0230\" class=\"u-margin-s-bottom\">Les comportements de sant\u00e9, tels qu\u2019envisag\u00e9s par la th\u00e9orie de la complexit\u00e9, ne se r\u00e9duisent pas \u00e0 la somme de d\u00e9terminants individuels. Ils sont per\u00e7us comme des processus dynamiques et multifactoriels, sensibles \u00e0 l\u2019environnement et \u00e0 des r\u00e9troactions parfois inattendues. Ainsi, chaque changement, m\u00eame minime, peut susciter un nouvel \u00e9tat d\u2019\u00e9quilibre ou, au contraire, pr\u00e9cipiter une rupture.<\/div>\n<div id=\"par0235\" class=\"u-margin-s-bottom\">Le recours \u00e0 la complexit\u00e9 ne consiste toutefois pas seulement \u00e0 relever des d\u00e9fis analytiques ou \u00e0 proposer un nouveau paradigme th\u00e9orique. Il engage avant tout \u00e0 concevoir des approches ancr\u00e9es dans la r\u00e9alit\u00e9 multiscalaire des comportements de sant\u00e9, en tenant compte des changements contextuels rapides, de la dynamique de facteurs suppos\u00e9s stables et des questions \u00e9thiques li\u00e9es aux donn\u00e9es sensibles.<\/div>\n<div id=\"par0240\" class=\"u-margin-s-bottom\">Les analyses en r\u00e9seau et les mod\u00e8les d\u2019attracteurs constituent des m\u00e9thodes prometteuses pour affiner l\u2019observation, la compr\u00e9hension et l\u2019intervention, en compl\u00e9ment des techniques d\u00e9j\u00e0 \u00e9prouv\u00e9es en psychologie. Notre propos n\u2019est pas de substituer la complexit\u00e9 aux cadres d\u2019analyse plus traditionnels, mais bien de les prolonger. De m\u00eame que d\u2019autres m\u00e9thodes (mod\u00e9lisations en \u00e9quations structurelles, analyses multiniveaux) mettent en \u00e9vidence l\u2019importance du temps, de la variabilit\u00e9 intra et interindividuelle, les mod\u00e9lisations en r\u00e9seau soulignent tout particuli\u00e8rement la complexit\u00e9, l\u2019\u00e9mergence et des configurations potentiellement moins pr\u00e9visibles, comme les ph\u00e9nom\u00e8nes d\u2019attracteurs et de bifurcations.<\/div>\n<div id=\"par0245\" class=\"u-margin-s-bottom\">Dans ce sens, la c\u00e9l\u00e8bre remarque de George Box selon laquelle \u00ab\u00a0tous les mod\u00e8les sont faux, mais certains sont utiles\u00a0\u00bb<sup>1<\/sup>\u00a0(<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0035\" name=\"bbib0035\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0035\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Box, 1976<\/span><\/span><\/a>) r\u00e9sonne tout particuli\u00e8rement\u00a0: elle nous rappelle la n\u00e9cessit\u00e9 de reconna\u00eetre la part d\u2019approximation inh\u00e9rente \u00e0 tout mod\u00e8le et de choisir avec soin les mod\u00e8les qui permettent de mieux saisir la dynamique complexe des comportements. \u00c0 ce titre, les travaux de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0355\" name=\"bbib0355\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0355\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ryan et al. (2024)<\/span><\/span><\/a>\u00a0illustrent l\u2019efficacit\u00e9 des mod\u00e8les computationnels pour la compr\u00e9hension de certains troubles mentaux, en montrant que des approches formalis\u00e9es, telles que la mod\u00e9lisation en r\u00e9seau, peuvent r\u00e9v\u00e9ler des aspects cruciaux des ph\u00e9nom\u00e8nes psychologiques complexes. Les recherches futures pourraient donc se concentrer sur l\u2019identification des contextes et des configurations dans lesquels ce type de mod\u00e9lisations en r\u00e9seau se r\u00e9v\u00e8le particuli\u00e8rement ad\u00e9quat, en vue de favoriser \u00e0 la fois une meilleure compr\u00e9hension des m\u00e9canismes sous-jacents (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0425\" name=\"bbib0425\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0425\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van Rooij &amp; Baggio, 2021<\/span><\/span><\/a>) et l\u2019optimisation d\u2019interventions cibl\u00e9es.<\/div>\n<div id=\"par0250\" class=\"u-margin-s-bottom\">Naturellement, ces travaux, susceptibles d\u2019aboutir \u00e0 des interventions, doivent conserver \u00e0 l\u2019esprit la question de l\u2019impl\u00e9mentation concr\u00e8te et de la protection des personnes. Cette voie, exigeante mais riche en innovations, ouvre un espace fertile de collaborations entre la psychologie de la sant\u00e9, les sciences de la complexit\u00e9 et d\u2019autres disciplines (sant\u00e9 publique, data science, sciences humaines, physique statistique), afin de concevoir et d\u2019\u00e9valuer de nouveaux dispositifs \u00e0 m\u00eame d\u2019influencer durablement les comportements de sant\u00e9.<\/div>\n<\/section>\n<\/div>\n<section id=\"coi0005\">\n<h2 id=\"sect0095\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">D\u00e9claration de liens d\u2019int\u00e9r\u00eats<\/h2>\n<div id=\"par0260\" class=\"u-margin-s-bottom\">Les auteurs d\u00e9clarent ne pas avoir de liens d\u2019int\u00e9r\u00eats.<\/div>\n<\/section>\n<section id=\"ack0005\">\n<h2 id=\"sect0100\" class=\"u-h4 u-margin-l-top u-margin-xs-bottom\">Remerciements<\/h2>\n<div id=\"par0265\" class=\"u-margin-s-bottom\">Les auteurs souhaitent remercier les relecteurs de la revue pour la qualit\u00e9 de leurs remarques qui ont permis d\u2019am\u00e9liorer le manuscrit initial.<\/div>\n<\/section>\n<\/div>\n<div class=\"Tail\"><\/div>\n<div>\n<section id=\"bibl0005\" class=\"bibliography u-font-serif text-s\">\n<h2 class=\"section-title u-h4 u-margin-l-top u-margin-xs-bottom\">R\u00e9f\u00e9rences<\/h2>\n<section id=\"bibs0015\" class=\"bibliography-sec\">\n<ol id=\"reference-links-bibs0015\" class=\"references\">\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0005\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0005\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Ajzen, 1991<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">I.\u00a0Ajzen<\/div>\n<div id=\"ref-id-sbref0005\" class=\"title text-m\">The theory of planned behavior<\/div>\n<\/div>\n<div 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u-font-sans\">S.\u00a0Epskamp,\u00a0E.I.\u00a0Fried<\/div>\n<div id=\"ref-id-sbref0115\" class=\"title text-m\">A tutorial on regularized partial correlation networks<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Psychological Methods,\u00a023\u00a0(4)\u00a0(2018), pp.\u00a0617-634<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/doi.org\/10.1037\/met0000167\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0115\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Crossref<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-85044464884&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0115\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" 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u-font-sans\">S.\u00a0Epskamp,\u00a0D.\u00a0Borsboom,\u00a0E.I.\u00a0Fried<\/div>\n<div id=\"ref-id-sbref0120\" class=\"title text-m\">Estimating psychological networks and their accuracy: A tutorial paper<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Behavior Research Methods,\u00a053\u00a0(4)\u00a0(2018), pp.\u00a0453-480<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/doi.org\/10.1080\/00273171.2018.1454823\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0120\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Crossref<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-85045469117&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0120\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in 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class=\"anchor-text\">Crossref<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-85143812742&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Attractor%20landscapes%3A%20A%20unifying%20conceptual%20model%20for%20understanding%20behaviour%20change%20across%20scales%20of%20observation&amp;publication_year=2023&amp;author=M.T.%20Heino&amp;author=D.%20Proverbio&amp;author=G.%20Marchand&amp;author=K.%20Resnicow&amp;author=N.%20Hankonen\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0220\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span 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href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1046202321002632\" aria-describedby=\"ref-id-sbref0275\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View article<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-85123891777&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0275\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Intervening%20on%20psychopathology%20networks%3A%20Evaluating%20intervention%20targets%20through%20simulations&amp;publication_year=2022&amp;author=G.%20Lunansky&amp;author=J.%20Naberman&amp;author=C.D.%20van%20Borkulo&amp;author=C.%20Chen&amp;author=L.%20Wang&amp;author=D.%20Borsboom\" target=\"_blank\" rel=\"noopener noreferrer\" 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href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Nonlinear%20dynamics%20and%20chaos%3A%20With%20applications%20to%20physics%2C%20biology%2C%20chemistry%2C%20and%20engineering&amp;publication_year=2015&amp;author=S.H.%20Strogatz\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0395\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0400\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0400\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van Borkulo et al., 2023<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">C.\u00a0van Borkulo,\u00a0S.\u00a0Epskamp,\u00a0A.\u00a0Robitzsch,\u00a0M.A.\u00a0Constantin<\/div>\n<div id=\"ref-id-sbref0400\" class=\"title text-m\">IsingFit: Fitting Ising models using the ELasso method (Version 0.4) [Logiciel]<\/div>\n<\/div>\n<div class=\"host u-font-sans\">(2023)<\/div>\n<div class=\"comment\">Disponible sur\u00a0:\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/cran.r-project.org\/package=IsingFit\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">https:\/\/CRAN.R-project.org\/package=IsingFit<\/span><\/span><\/a><\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=IsingFit%3A%20Fitting%20Ising%20models%20using%20the%20ELasso%20method%20%20Logiciel&amp;publication_year=2023&amp;author=C.%20van%20Borkulo&amp;author=S.%20Epskamp&amp;author=A.%20Robitzsch&amp;author=M.A.%20Constantin\" target=\"_blank\" 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u-font-sans\">Proceedings of the National Academy of Sciences,\u00a0111\u00a0(1)\u00a0(2014), pp.\u00a087-92<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/doi.org\/10.1073\/pnas.1312114110\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0405\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Crossref<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-84891949610&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0405\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Critical%20slowing%20down%20as%20early%20warning%20for%20the%20onset%20and%20termination%20of%20depression&amp;publication_year=2014&amp;author=I.A.%20van%20de%20Leemput&amp;author=M.%20Wichers&amp;author=A.O.%20Cramer&amp;author=D.%20Borsboom&amp;author=F.%20Tuerlinckx&amp;author=P.%20Kuppens&amp;author=M.%20Scheffer\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0405\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0410\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0410\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024a<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">H.L.J.\u00a0Van der Maas<\/div>\n<div id=\"ref-id-sbref0410\" class=\"title text-m\">Complex-systems research in psychology (SFI Press Scholar Series)<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Santa Fe Institute Press\u00a0(2024)<\/div>\n<div class=\"comment\">ISBN: 978-1-947864-63-4<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Complex-systems%20research%20in%20psychology%20&amp;publication_year=2024&amp;author=H.L.J.%20Van%20der%20Maas\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0410\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0415\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0415\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024b<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">H.L.J.\u00a0Van der Maas<\/div>\n<div id=\"ref-id-sbref0415\" class=\"title text-m\">Self-organization<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Complex-systems research in psychology (chap.5),\u00a0Santa Fe Institute Press\u00a0(2024)<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Self-organization&amp;publication_year=2024&amp;author=H.L.J.%20Van%20der%20Maas\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0415\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0420\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0420\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van der Maas et al., 2025<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">H.L.J.\u00a0van der Maas,\u00a0D.\u00a0Borsboom,\u00a0L.\u00a0Waldorp<\/div>\n<div id=\"ref-id-sbref0420\" class=\"title text-m\">The statistical physics of psychological networks: Zero matters<\/div>\n<\/div>\n<div class=\"host u-font-sans\">(2025),\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/doi.org\/10.31219\/osf.io\/7wfqj_v1\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">10.31219\/osf.io\/7wfqj_v1<\/span><\/span><\/a><\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=The%20statistical%20physics%20of%20psychological%20networks%3A%20Zero%20matters&amp;publication_year=2025&amp;author=H.L.J.%20van%20der%20Maas&amp;author=D.%20Borsboom&amp;author=L.%20Waldorp\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0420\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0425\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0425\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van Rooij and Baggio, 2021<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">I.\u00a0van Rooij,\u00a0G.\u00a0Baggio<\/div>\n<div id=\"ref-id-sbref0425\" class=\"title text-m\">Theory before the test: How to build high-verisimilitude explanatory theories in psychological science<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Perspectives on Psychological Science,\u00a016\u00a0(4)\u00a0(2021), pp.\u00a0682-697<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/doi.org\/10.1177\/1745691620970604\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0425\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Crossref<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-85098848605&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0425\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Theory%20before%20the%20test%3A%20How%20to%20build%20high-verisimilitude%20explanatory%20theories%20in%20psychological%20science&amp;publication_year=2021&amp;author=I.%20van%20Rooij&amp;author=G.%20Baggio\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0425\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0435\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0435\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Wichers et al., 2016<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">M.\u00a0Wichers,\u00a0P.C.\u00a0Groot,\u00a0E.G.\u00a0Psychosystems<\/div>\n<div id=\"ref-id-sbref0435\" class=\"title text-m\">Critical slowing down as a personalized early warning signal for depression<\/div>\n<\/div>\n<div class=\"host u-font-sans\">Psychotherapy and Psychosomatics,\u00a085\u00a0(2)\u00a0(2016), pp.\u00a0114-116,\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/doi.org\/10.1159\/000441458\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">10.1159\/000441458<\/span><\/span><\/a><\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/www.scopus.com\/inward\/record.url?eid=2-s2.0-84955579067&amp;partnerID=10&amp;rel=R3.0.0\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0435\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">View in Scopus<\/span><\/span><\/a><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Critical%20slowing%20down%20as%20a%20personalized%20early%20warning%20signal%20for%20depression&amp;publication_year=2016&amp;author=M.%20Wichers&amp;author=P.C.%20Groot&amp;author=E.G.%20Psychosystems\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-sbref0435\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib437\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib437\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Van der Maas, 2024<\/span><\/span><\/a><\/span>\n<div class=\"contribution\">\n<div class=\"authors u-font-sans\">Van der Maas<\/div>\n<\/div>\n<div id=\"ref-id-optAfv0ywvos4\" class=\"host u-font-sans\">Complex-systems research in psychology,\u00a0SFI Press\u00a0(2024)<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar_lookup?title=Complex-systems%20research%20in%20psychology&amp;publication_year=2024&amp;author=Van%20der%20Maas\" target=\"_blank\" rel=\"noopener noreferrer\" aria-describedby=\"ref-id-optAfv0ywvos4\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<li><span class=\"label u-font-sans\"><a id=\"ref-id-bib0055\" class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bbib0055\" data-aa-button=\"sd:product:journal:article:location=references:type=anchor:name=citation-name\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Centre national de ressources textuelles, 2012<\/span><\/span><\/a><\/span>\n<div class=\"other-ref\">Centre national de ressources textuelles et lexicales. (2012). Heuristique. In: Tr\u00e9sor de la langue fran\u00e7aise informatis\u00e9. R\u00e9cup\u00e9r\u00e9 le 8 mai 2025 de\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.cnrtl.fr\/definition\/heuristique\" target=\"_blank\" rel=\"noopener\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">https:\/\/www.cnrtl.fr\/definition\/heuristique<\/span><\/span><\/a>.<\/div>\n<div class=\"ReferenceLinks u-font-sans\" lang=\"en\"><a class=\"anchor link anchor-primary\" href=\"https:\/\/scholar.google.com\/scholar?q=Centre%20national%20de%20ressources%20textuelles%20et%20lexicales.%20(2012).%20Heuristique.%20In%3A%20Tr%C3%A9sor%20de%20la%20langue%20fran%C3%A7aise%20informatis%C3%A9.%20R%C3%A9cup%C3%A9r%C3%A9%20le%208%20mai%202025%20de%20https%3A%2F%2Fwww.cnrtl.fr%2Fdefinition%2Fheuristique.\" target=\"_blank\" rel=\"noopener noreferrer\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Google Scholar<\/span><\/span><\/a><\/div>\n<\/li>\n<\/ol>\n<\/section>\n<\/section>\n<\/div>\n<div id=\"section-cited-by\">\n<section class=\"ListArticles preview\" aria-label=\"Cited by\">\n<div class=\"PageDivider\"><\/div>\n<header id=\"citing-articles-header\">\n<h2 class=\"u-h4 u-margin-l-ver u-font-serif\">Cited by (0)<\/h2>\n<\/header>\n<div aria-describedby=\"citing-articles-header\"><\/div>\n<\/section>\n<\/div>\n<div class=\"Footnotes text-xs\">\n<dl class=\"footnote\">\n<dt class=\"footnote-label\"><a class=\"anchor u-padding-s-hor u-padding-xs u-display-inline-block anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bfn0015\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>3<\/sup><\/span><\/span><\/a><\/dt>\n<dd class=\"footnote-detail u-padding-xs-top\">\n<div id=\"npar0005\" class=\"u-margin-s-bottom\">Cet exemple constitue une simplification p\u00e9dagogique destin\u00e9e \u00e0 illustrer le principe g\u00e9n\u00e9ral de la correspondance r\u00e9seau-paysage. Pour une pr\u00e9sentation technique compl\u00e8te, voir, notamment,\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0095\" name=\"bbib0095\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0095\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">Cui et al. (2023)<\/span><\/span><\/a>\u00a0et\u00a0<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0420\" name=\"bbib0420\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0420\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">van der Maas et al. (2025)<\/span><\/span><\/a>.<\/div>\n<\/dd>\n<\/dl>\n<dl class=\"footnote\">\n<dt class=\"footnote-label\"><a class=\"anchor u-padding-s-hor u-padding-xs u-display-inline-block anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bfn0005\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>1<\/sup><\/span><\/span><\/a><\/dt>\n<dd class=\"footnote-detail u-padding-xs-top\">\n<div id=\"npar0010\" class=\"u-margin-s-bottom\">La citation exacte de Box est\u00a0: \u00ab\u00a0Since all models are wrong, the scientist cannot obtain a \u2018correct\u2019 one by excessive elaboration. On the contrary, following William of Occam, he should seek an economical description of natural phenomena.\u00a0\u00bb Ce r\u00e9sum\u00e9 paraphrase son argument que bien que tous les mod\u00e8les soient fondamentalement incorrects, ils restent essentiels et utiles pour comprendre la complexit\u00e9 des ph\u00e9nom\u00e8nes naturels.<\/div>\n<\/dd>\n<\/dl>\n<dl class=\"footnote\">\n<dt class=\"footnote-label\"><a class=\"anchor u-padding-s-hor u-padding-xs u-display-inline-block anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bfn0010\"><span class=\"anchor-text-container\"><span class=\"anchor-text\"><sup>2<\/sup><\/span><\/span><\/a><\/dt>\n<dd class=\"footnote-detail u-padding-xs-top\">\n<div id=\"npar0015\" class=\"u-margin-s-bottom\">Nous entendons par heuristique une d\u00e9marche \u00ab\u00a0qui sert \u00e0 la d\u00e9couverte\u00a0\u00bb, c\u2019est-\u00e0-dire, un principe directif permettant de g\u00e9n\u00e9rer et d\u2019explorer des hypoth\u00e8ses sans pr\u00e9tendre fournir un algorithme exhaustif (<a class=\"anchor anchor-primary\" href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S1269176325000641#bib0055\" name=\"bbib0055\" data-sd-ui-side-panel-opener=\"true\" data-xocs-content-type=\"reference\" data-xocs-content-id=\"bib0055\"><span class=\"anchor-text-container\"><span class=\"anchor-text\">CNRTL, n.d.<\/span><\/span><\/a>).<\/div>\n<\/dd>\n<\/dl>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>R\u00e9sum\u00e9 Cet article propose \u00e0 la communaut\u00e9 francophone de psychologie de la sant\u00e9 une introduction \u00e0 la th\u00e9orie de la complexit\u00e9. Nous montrons comment cette approche permet de conceptualiser les comportements de sant\u00e9 \u2013\u00a0activit\u00e9 physique, consommation de substances, adh\u00e9sion th\u00e9rapeutique\u00a0\u2013 comme r\u00e9sultant de l\u2019\u00e9mergence d\u2019interactions non lin\u00e9aires entre des variables psychologiques, sociales et environnementales. Apr\u00e8s [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2496,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","doc_tag":[],"class_list":["post-2499","docs","type-docs","status-publish","hentry","no-post-thumbnail"],"acf":[],"_links":{"self":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/docs\/2499","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/comments?post=2499"}],"version-history":[{"count":1,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/docs\/2499\/revisions"}],"predecessor-version":[{"id":6035,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/docs\/2499\/revisions\/6035"}],"up":[{"embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/docs\/2496"}],"wp:attachment":[{"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/media?parent=2499"}],"wp:term":[{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/sahelib.atatec-design.com\/index.php\/wp-json\/wp\/v2\/doc_tag?post=2499"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}