{"id":"W3011494909","doi":"10.2196/17363","title":"Learning Integrated Health System to Mobilize Context-Adapted Knowledge With a Wiki Platform to Improve the Transitions of Frail Seniors From Hospitals and Emergency Departments to the Community (LEARNING WISDOM): Protocol for a Mixed-Methods Implementation Study","year":2020,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Frailty in Older Adults","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier Universitaire de Sherbrooke; Schwartz/Reisman Emergency Medicine Institute; Mount Sinai Hospital; Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; Centres Intégré Universitaires de Santé et de Services Sociaux; Sinai Health System; Sante Montreal; University of Toronto; Université de Sherbrooke; Centre intégré universitaire de santé et de services sociaux de la Capitale-Nationale; Canadian Respiratory Research Network; Hôpital du Saint-Sacrement; Centre intégré de santé et de services sociaux de Chaudière-Appalaches; University Health Network; Health and Social Services Centre University Institute of Geriatrics of Sherbrooke; Institut National d'Excellence en Santé et en Services Sociaux; Université de Montréal; Université Laval; Centre Intégré Universitaire de Santé et de Services Sociaux du Saguenay–Lac-Saint-Jean","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Emergency department; Health care; Focus group; Nursing; Suite; Medicine; Psychology; Business; Marketing","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005431739,0.0003396138,0.0006850734,0.0002008203,0.001217091,0.000102484,0.0004974289,0.00008209968,0.00005652292],"category_scores_gemma":[0.001067096,0.0002012312,0.0000935365,0.001475883,0.0001194649,0.0001490643,0.0003343773,0.001469925,0.00001500055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000369453,"about_ca_system_score_gemma":0.0006325778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002217758,"about_ca_topic_score_gemma":0.005959399,"domain_scores_codex":[0.9928199,0.004080642,0.0009584828,0.0005839088,0.0008299264,0.0007271157],"domain_scores_gemma":[0.9961281,0.001023704,0.0002591443,0.000652176,0.001248558,0.0006882894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.02136285,0.003166904,0.01879471,0.006061422,0.0007823319,0.000009967168,0.4878528,0.0003114359,0.01324829,0.00008605066,0.01648395,0.4318393],"study_design_scores_gemma":[0.02347771,0.1591915,0.04308007,0.005166747,0.00005728424,0.00000846548,0.5931106,0.003352974,0.006469432,0.00002246439,0.1655347,0.0005280427],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.125617,0.000001882218,0.008412746,0.005302924,0.000009146553,0.8603667,0.0001433934,0.0001110665,0.00003520058],"genre_scores_gemma":[0.2797174,7.245001e-8,0.003814736,0.000120785,0.00006778491,0.7161149,0.00003834655,0.0000554428,0.00007047937],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.4313112,"threshold_uncertainty_score":0.9361003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1825868878298685,"score_gpt":0.5613626659483112,"score_spread":0.3787757781184427,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}