{"id":8416,"date":"2024-01-17T10:03:29","date_gmt":"2024-01-17T09:03:29","guid":{"rendered":"https:\/\/wp.unil.ch\/esspace\/?p=8416"},"modified":"2024-01-17T10:42:21","modified_gmt":"2024-01-17T09:42:21","slug":"theracode-automatisation-de-levaluation-des-transcriptions-de-seances-de-psychotherapie-a-laide-doutils-de-pointe-en-apprentissage-automatique","status":"publish","type":"post","link":"https:\/\/wp.unil.ch\/esspace\/2024\/01\/theracode-automatisation-de-levaluation-des-transcriptions-de-seances-de-psychotherapie-a-laide-doutils-de-pointe-en-apprentissage-automatique\/","title":{"rendered":"TheraCode\u00a0: Automatisation de l&rsquo;\u00e9valuation des transcriptions de s\u00e9ances de psychoth\u00e9rapie \u00e0 l&rsquo;aide d&rsquo;outils de pointe en apprentissage automatique"},"content":{"rendered":"\n<p>Compte tenu de la pr\u00e9valence et de la gravit\u00e9 des probl\u00e8mes de sant\u00e9 mentale, il est essentiel d\u2019am\u00e9liorer notre compr\u00e9hension de l\u2019efficacit\u00e9 de la psychoth\u00e9rapie.&nbsp;Ce projet, financ\u00e9 par un subside Spark du FNS et men\u00e9 par Dr. Matthew Vowels (IP), propose une approche innovante de la recherche en psychoth\u00e9rapie, int\u00e9grant l&rsquo;apprentissage automatique et de grands mod\u00e8les de langage. <\/p>\n\n\n\n<!--more-->\n\n\n<div class=\"wp-block-image\">\n<figure class=\"alignleft size-full\"><a href=\"https:\/\/wp.unil.ch\/esspace\/files\/2024\/01\/M_Vowels.jpg\"><img alt=\"\" loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"220\" src=\"https:\/\/wp.unil.ch\/esspace\/files\/2024\/01\/M_Vowels.jpg\" alt=\"\" class=\"wp-image-8390\" \/><\/a><figcaption class=\"wp-element-caption\">@Nuthawut Somsuk \/ Dreamstime.com<\/figcaption><\/figure>\n<\/div>\n\n\n<p>Traditionnellement, la recherche en psychoth\u00e9rapie est conduite par des chercheuses et chercheurs qui codent les transcriptions de s\u00e9ances de th\u00e9rapie pour y rep\u00e9rer des \u00e9l\u00e9ments cl\u00e9s tels que les manifestations d\u2019empathie. Ce processus est extr\u00eamement chronophage et co\u00fbteux, n\u00e9cessitant que les chercheuses et chercheurs annotent et \u00e9valuent les transcriptions des s\u00e9ances phrase par phrase, voire mot par mot. L\u2019innovation de ce projet r\u00e9side dans l\u2019\u00e9laboration d\u2019un outil automatique pour \u00e9valuer et annoter des transcriptions de s\u00e9ances de th\u00e9rapie. Cela permettra d\u2019identifier des aspects essentiels des interactions entre th\u00e9rapeutes et patient\u00b7e\u00b7s. En outre, le syst\u00e8me permettra de g\u00e9n\u00e9rer des synth\u00e8ses de s\u00e9ances, facilitant la formation des th\u00e9rapeutes et l\u2019\u00e9valuation de la th\u00e9rapie. Sa validit\u00e9 sera assur\u00e9e gr\u00e2ce \u00e0 la collaboration avec des psychoth\u00e9rapeutes et l\u2019utilisation de bases de donn\u00e9es pr\u00e9-existantes.&nbsp;<\/p>\n\n\n\n<p>La pr\u00e9sente \u00e9tude sera dirig\u00e9e par le Dr. Matthew Vowels, expert en statistiques et apprentissage automatique, en collaboration avec la Professeure Jo\u00eblle Darwiche, sp\u00e9cialiste en psychoth\u00e9rapie et psychologie, et Dr. Laura Vowels, experte en psychoth\u00e9rapie et chercheuse dans l&rsquo;application des \u00ab Large Language Models \u00bb. Le projet s&rsquo;articule autour d&rsquo;une collaboration avec le Professeur Nathan Wood de la clinique I-RAFT (Individual, Relational and Financial Therapy) de l&rsquo;Universit\u00e9 du Kentucky, o\u00f9 les donn\u00e9es seront collect\u00e9es et l&rsquo;approche valid\u00e9e par des th\u00e9rapeutes en formation.<\/p>\n\n\n\n<p>Ce projet interdisciplinaire, m\u00ealant apprentissage automatique et psychologie, s&rsquo;\u00e9carte des m\u00e9thodes traditionnelles. Cette innovation pourrait transformer consid\u00e9rablement l\u2019\u00e9tude de la psychoth\u00e9rapie, en fournissant de nouvelles perspectives sur les interventions th\u00e9rapeutiques tout en r\u00e9duisant consid\u00e9rablement les co\u00fbts de recherche. En cas de succ\u00e8s, l\u2019impact sur la qualit\u00e9 des s\u00e9ances de th\u00e9rapie et l\u2019identification de nouvelles interventions visant \u00e0 am\u00e9liorer le traitement et la formation en sant\u00e9 mentale pourrait \u00eatre consid\u00e9rable.<\/p>\n\n\n\n<p><em>Matthew Vowels, Premier assistant \u00e0 l&rsquo;Institut de psychologie et membre du CARLA <\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Compte tenu de la pr\u00e9valence et de la gravit\u00e9 des probl\u00e8mes de sant\u00e9 mentale, il est essentiel d\u2019am\u00e9liorer notre compr\u00e9hension de l\u2019efficacit\u00e9 de la psychoth\u00e9rapie.&nbsp;Ce projet, financ\u00e9 par un subside &hellip; <\/p>\n","protected":false},"author":1001335,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_seopress_robots_primary_cat":"","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_uag_custom_page_level_css":"","_EventAllDay":false,"_EventTimezone":"","_EventStartDate":"","_EventEndDate":"","_EventStartDateUTC":"","_EventEndDateUTC":"","_EventShowMap":false,"_EventShowMapLink":false,"_EventURL":"","_EventCost":"","_EventCostDescription":"","_EventCurrencySymbol":"","_EventCurrencyCode":"","_EventCurrencyPosition":"","_EventDateTimeSeparator":"","_EventTimeRangeSeparator":"","_EventOrganizerID":[],"_EventVenueID":[],"_OrganizerEmail":"","_OrganizerPhone":"","_OrganizerWebsite":"","_VenueAddress":"","_VenueCity":"","_VenueCountry":"","_VenueProvince":"","_VenueState":"","_VenueZip":"","_VenuePhone":"","_VenueURL":"","_VenueStateProvince":"","_VenueLat":"","_VenueLng":"","_VenueShowMap":false,"_VenueShowMapLink":false,"footnotes":""},"categories":[19452],"tags":[],"class_list":["post-8416","post","type-post","status-publish","format-standard","category-nouveaux-projets-de-recherche"],"uagb_featured_image_src":{"full":false,"thumbnail":false,"medium":false,"medium_large":false,"large":false,"1536x1536":false,"2048x2048":false,"hitmag-landscape":false,"hitmag-featured":false,"hitmag-grid":false,"hitmag-list":false,"hitmag-thumbnail":false,"gform-image-choice-sm":false,"gform-image-choice-md":false,"gform-image-choice-lg":false,"mailpoet_newsletter_max":false},"uagb_author_info":{"display_name":"Oana Barsin","author_link":"https:\/\/wp.unil.ch\/esspace\/author\/obarsin\/"},"uagb_comment_info":0,"uagb_excerpt":"Compte tenu de la pr\u00e9valence et de la gravit\u00e9 des probl\u00e8mes de sant\u00e9 mentale, il est essentiel d\u2019am\u00e9liorer notre compr\u00e9hension de l\u2019efficacit\u00e9 de la psychoth\u00e9rapie.&nbsp;Ce projet, financ\u00e9 par un subside &hellip;","_links":{"self":[{"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/posts\/8416","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/users\/1001335"}],"replies":[{"embeddable":true,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/comments?post=8416"}],"version-history":[{"count":3,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/posts\/8416\/revisions"}],"predecessor-version":[{"id":8464,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/posts\/8416\/revisions\/8464"}],"wp:attachment":[{"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/media?parent=8416"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/categories?post=8416"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wp.unil.ch\/esspace\/wp-json\/wp\/v2\/tags?post=8416"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}