{"id":698,"date":"2021-02-12T15:44:03","date_gmt":"2021-02-12T20:44:03","guid":{"rendered":"https:\/\/orot-jgh.org\/?p=698"},"modified":"2021-12-03T12:58:25","modified_gmt":"2021-12-03T17:58:25","slug":"des-outils-dapprentissage-automatique-afin-dameliorer-les-soins-lies-a-la-covid-19-2","status":"publish","type":"post","link":"https:\/\/orot-jgh.org\/fr\/2021\/des-outils-dapprentissage-automatique-afin-dameliorer-les-soins-lies-a-la-covid-19-2\/","title":{"rendered":"Des outils d\u2019apprentissage automatique afin d\u2019am\u00e9liorer les soins li\u00e9s \u00e0 la COVID-19"},"content":{"rendered":"[vc_row type=\u00a0\u00bbin_container\u00a0\u00bb full_screen_row_position=\u00a0\u00bbmiddle\u00a0\u00bb column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb scene_position=\u00a0\u00bbcenter\u00a0\u00bb text_color=\u00a0\u00bbdark\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_border_radius=\u00a0\u00bbnone\u00a0\u00bb row_border_radius_applies=\u00a0\u00bbbg\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb shape_divider_position=\u00a0\u00bbbottom\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb][vc_column column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb2\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb][vc_column_text]<span class=\"bodytext\">Sous les auspices d\u2019OROT, le centre n\u00e9vralgique futuriste des soins branch\u00e9s du CIUSSS du Centre-Ouest-de-l\u2019\u00cele-de-Montr\u00e9al et de l\u2019H\u00f4pital g\u00e9n\u00e9ral juif, l\u2019\u00e9quipe de sant\u00e9 num\u00e9rique du CIUSSS s\u2019associe au Conseil national de recherches du Canada (CNRC) pour financer une initiative visant \u00e0 d\u00e9velopper et \u00e0 \u00e9valuer un prototype d\u2019outil d\u2019apprentissage automatique (AA) explicable qui am\u00e9liorera la transparence et l\u2019applicabilit\u00e9 des d\u00e9cisions qu\u2019il aidera \u00e0 prendre. Notre objectif est d\u2019introduire l\u2019apprentissage automatique dans l\u2019informatique clinique et de susciter une confiance accrue envers sa pr\u00e9cision.<\/span><\/p>\n<p><span class=\"bodytext\">\u00ab Pendant la pand\u00e9mie de la COVID-19, les cliniciens ont re\u00e7u un d\u00e9luge de mod\u00e8les visant \u00e0 appuyer les pr\u00e9visions, la recherche des contacts, le d\u00e9pistage et les soins aux patients. Plusieurs algorithmes \u00e9taient tr\u00e8s prometteurs pour nous aider \u00e0 r\u00e9agir \u00e0 la COVID-19, mais plus de travail est requis pour optimiser leur utilisation comme outils cliniques efficaces \u00bb, explique le Dr Michael Shulha, adjoint au directeur de la Sant\u00e9 num\u00e9rique du CIUSSS. \u00ab Avec ce projet, nous esp\u00e9rons perfectionner le lien entre l\u2019apprentissage automatique et son implantation dans les interfaces cliniques au sein de notre \u00e9tablissement. Par cons\u00e9quent, ces outils de pointe seront accept\u00e9s plus largement et ils auront une incidence accrue sur la prise de d\u00e9cisions cliniques, tout en garantissant l\u2019uniformit\u00e9 de la pratique clinique \u00bb.<\/span><\/p>\n<p><span class=\"bodytext\">Au cours de la premi\u00e8re vague de la pand\u00e9mie de la COVID-19, devant l\u2019afflux de patients, les installations de soins de sant\u00e9 ont d\u00fb relever le d\u00e9fi d\u2019adapter rapidement les syst\u00e8mes de soins et les services. Bien que des efforts consid\u00e9rables ont \u00e9t\u00e9 d\u00e9ploy\u00e9s pour adapter les installations, les protocoles et les modalit\u00e9s de soins et les protocoles relatifs aux infections, la capacit\u00e9 d\u2019implanter rapidement des outils d\u2019apprentissage automatique utilis\u00e9s pour les soins aux patients \u00e9tait limit\u00e9e. Une grande partie du d\u00e9fi est attribuable \u00e0 l\u2019absence de cadre de travail global pour mettre en \u0153uvre l\u2019intelligence artificielle explicable au sein de l\u2019H\u00f4pital g\u00e9n\u00e9ral juif. La science de l\u2019explicitation de l\u2019apprentissage automatique n\u2019en est encore qu\u2019\u00e0 ses d\u00e9buts, tout comme le lien entre les m\u00e9thodes d\u2019explicitation et les nouveaux paradigmes de conception pour l\u2019exp\u00e9rience de l\u2019usager dans les interfaces cliniques.<\/span><\/p>\n<p><span class=\"bodytext\">Dans le cadre de ce projet, un prototype d\u2019outil d\u2019apprentissage automatique sera con\u00e7u, fond\u00e9 sur les donn\u00e9es fournies par les cliniciens qui ont \u00e9t\u00e9 tr\u00e8s pr\u00e9sents en premi\u00e8re ligne aupr\u00e8s des patients infect\u00e9s par la COVID-19 dans les Services et l\u2019Unit\u00e9 de soins intensifs \u00e0 l\u2019H\u00f4pital g\u00e9n\u00e9ral juif. En d\u2019autres termes, il s\u2019agit d\u2019une occasion d\u2019apprentissage mutuelle pour l\u2019intelligence artificielle et la pratique clinique r\u00e9elle appuy\u00e9e par pr\u00e8s d\u2019un an d\u2019exp\u00e9rience \u00e0 composer avec la pand\u00e9mie.<\/span><\/p>\n<p><span class=\"bodytext\">La premi\u00e8re \u00e9tape de ce projet sera de r\u00e9pondre aux questions suivantes :<\/span><\/p>\n<p><span class=\"bodytext\">1. Quels algorithmes d\u2019apprentissage automatique seraient probablement les plus pertinents \u00e0 implanter \u00e0 l\u2019appui de notre r\u00e9ponse soutenue \u00e0 la COVID-19?<\/span><br \/>\n<span class=\"bodytext\">2. Quelles m\u00e9thodes d\u2019explicitation seraient les plus appropri\u00e9es \u00e0 appliquer pour ces algorithmes?<\/span><br \/>\n<span class=\"bodytext\">3. Quelle serait la meilleure possibilit\u00e9 en ce qui a trait \u00e0 la repr\u00e9sentation de l\u2019apprentissage automatique explicable dans les interfaces des usagers?<\/span><br \/>\n<span class=\"bodytext\">4. Quelle est la m\u00e9thodologie scientifique la plus appropri\u00e9e pour \u00e9tudier l\u2019acceptabilit\u00e9 des outils d\u2019apprentissage automatique explicables par l\u2019utilisateur final?<\/span><\/p>\n<p><span class=\"bodytext\">\u00c0 la fin de cette \u00e9tape, l\u2019\u00c9quipe de sant\u00e9 num\u00e9rique du CIUSSS pr\u00e9sentera les r\u00e9sultats aux cliniciens qui ont \u00e9t\u00e9 tr\u00e8s pr\u00e9sents pendant la premi\u00e8re vague de la COVID-19. Ces cliniciens aideront \u00e0 cerner les algorithmes les plus cliniquement pertinents pour appuyer notre r\u00e9ponse continue \u00e0 la COVID-19.<\/span><\/p>\n<p><span class=\"bodytext\">\u00ab Ce projet vise \u00e0 la fois \u00e0 faire progresser la science de l\u2019apprentissage automatique explicable et \u00e0 clarifier l\u2019ensemble des travaux pour l\u2019application des m\u00e9thodes d\u2019explicitation et pour la conception de l\u2019exp\u00e9rience des usagers au sein de l\u2019informatique clinique \u00bb, explique le Dr Shulha, chercheur \u00e0 l\u2019Institut Lady Davis \u00e0 l\u2019H\u00f4pital g\u00e9n\u00e9ral juif et membre du Groupe de m\u00e9decine familiale de l\u2019intelligence artificielle (AIFM) au D\u00e9partement de m\u00e9decine familiale de l\u2019universit\u00e9 McGill. \u00ab Les \u00e9tapes de recherches subs\u00e9quentes produiront un prototype d\u2019outil pratique \u00bb.<\/span><\/p>\n<p><span class=\"bodytext\">Ce projet a \u00e9t\u00e9 financ\u00e9 par\u00a0<a href=\"https:\/\/nrc.canada.ca\/fr\/recherche-developpement\/recherche-collaboration\/programmes\/programme-defi-reponse-pandemie\" target=\"_blank\" rel=\"noopener\">le Programme D\u00e9fi en r\u00e9ponse \u00e0 la pand\u00e9mie<\/a>.<\/span>[\/vc_column_text][\/vc_column][vc_column column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb1\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb phone_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb column_border_width=\u00a0\u00bbnone\u00a0\u00bb column_border_style=\u00a0\u00bbsolid\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb][image_with_animation image_url=\u00a0\u00bb694&Prime; animation=\u00a0\u00bbFade In\u00a0\u00bb hover_animation=\u00a0\u00bbnone\u00a0\u00bb alignment=\u00a0\u00bb\u00a0\u00bb border_radius=\u00a0\u00bbnone\u00a0\u00bb box_shadow=\u00a0\u00bbnone\u00a0\u00bb image_loading=\u00a0\u00bbdefault\u00a0\u00bb max_width=\u00a0\u00bb100%\u00a0\u00bb max_width_mobile=\u00a0\u00bbdefault\u00a0\u00bb][split_line_heading animation_type=\u00a0\u00bbdefault\u00a0\u00bb]Dr Michael Shulha[\/split_line_heading][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row type=\u00a0\u00bbin_container\u00a0\u00bb full_screen_row_position=\u00a0\u00bbmiddle\u00a0\u00bb column_margin=\u00a0\u00bbdefault\u00a0\u00bb column_direction=\u00a0\u00bbdefault\u00a0\u00bb column_direction_tablet=\u00a0\u00bbdefault\u00a0\u00bb column_direction_phone=\u00a0\u00bbdefault\u00a0\u00bb scene_position=\u00a0\u00bbcenter\u00a0\u00bb text_color=\u00a0\u00bbdark\u00a0\u00bb text_align=\u00a0\u00bbleft\u00a0\u00bb row_border_radius=\u00a0\u00bbnone\u00a0\u00bb row_border_radius_applies=\u00a0\u00bbbg\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb shape_divider_position=\u00a0\u00bbbottom\u00a0\u00bb bg_image_animation=\u00a0\u00bbnone\u00a0\u00bb][vc_column column_padding=\u00a0\u00bbno-extra-padding\u00a0\u00bb column_padding_tablet=\u00a0\u00bbinherit\u00a0\u00bb column_padding_phone=\u00a0\u00bbinherit\u00a0\u00bb column_padding_position=\u00a0\u00bball\u00a0\u00bb background_color_opacity=\u00a0\u00bb1&Prime; background_hover_color_opacity=\u00a0\u00bb1&Prime; column_shadow=\u00a0\u00bbnone\u00a0\u00bb column_border_radius=\u00a0\u00bbnone\u00a0\u00bb column_link_target=\u00a0\u00bb_self\u00a0\u00bb gradient_direction=\u00a0\u00bbleft_to_right\u00a0\u00bb overlay_strength=\u00a0\u00bb0.3&Prime; width=\u00a0\u00bb2\/3&Prime; tablet_width_inherit=\u00a0\u00bbdefault\u00a0\u00bb tablet_text_alignment=\u00a0\u00bbdefault\u00a0\u00bb&#8230;<\/p>\n","protected":false},"author":2,"featured_media":707,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[6],"tags":[],"class_list":{"0":"post-698","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-recits-de-reussites"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Des outils d\u2019apprentissage automatique afin d\u2019am\u00e9liorer les soins li\u00e9s \u00e0 la COVID-19 - OROT<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, 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