{"id":"W7104290646","doi":"10.71781/1411","title":"Social isolation, frailty, and health outcomes among community-dwelling older adults : a longitudinal study in Quebec","year":2022,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Longitudinal study; Social environment; Population; Social relationship","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001247006,0.0003207322,0.0003766964,0.001187484,0.002586576,0.001117489,0.0008823268,0.0006041477,0.001710859],"category_scores_gemma":[0.002274479,0.0002892389,0.0005221472,0.002965188,0.000668008,0.0006163489,0.0007947357,0.0007415013,0.0001863364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154839,"about_ca_system_score_gemma":0.009039784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9818587,"about_ca_topic_score_gemma":0.9894316,"domain_scores_codex":[0.9993902,0.000105109,0.00004663984,0.0001253124,0.0001406183,0.0001921555],"domain_scores_gemma":[0.9983387,0.0001325056,0.0003206465,0.0001060262,0.0007695131,0.0003325926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003833483,0.00004199803,0.9961905,0.00002821495,0.00007547955,0.0000534545,0.001146143,0.00004073544,0.0001374179,0.00005341374,0.0005719173,0.001622295],"study_design_scores_gemma":[0.000003119168,0.00001534279,0.99876,0.00002616244,0.00002046723,0.00001174773,0.0007741288,0.00008467186,0.00001103369,0.000009040756,0.0002806021,0.000003595098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949508,0.0009501996,0.0002171672,0.0003566995,0.00001633871,0.00006309507,0.002475029,0.000005100439,0.0009655253],"genre_scores_gemma":[0.9971561,0.0004043985,0.0001962312,0.0001946191,0.000006618812,0.00006270908,0.001289909,0.000002693823,0.0006867468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01814127,"threshold_uncertainty_score":0.08378977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02061951908738974,"score_gpt":0.2673690514403958,"score_spread":0.2467495323530061,"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."}}