{"id":"W4386397433","doi":"10.5770/cgj.26.638","title":"Social Vulnerability and Frailty in Hospitalized Older Adults","year":2023,"lang":"en","type":"article","venue":"Canadian Geriatrics Journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University; Nova Scotia Health Authority; Dalhousie University","funders":"Dalhousie University; Consortium canadien en neurodégénérescence associée au vieillissement","keywords":"Medicine; Social vulnerability; Emergency department; Vulnerability (computing); Geriatrics; Gerontology; Frailty Index; Demography; Population; Emergency medicine; Psychological intervention; Psychiatry; Environmental health","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":[0.000665048,0.0001702458,0.0003303161,0.0007688002,0.0002546536,0.00008305662,0.0001199204,0.0002112078,0.0002534409],"category_scores_gemma":[0.0006691584,0.00016995,0.00009398461,0.001011257,0.00008386241,0.0001298065,0.00003001206,0.0006978727,0.00006040467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005734906,"about_ca_system_score_gemma":0.0009711047,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01041325,"about_ca_topic_score_gemma":0.0360355,"domain_scores_codex":[0.9982858,0.00008198657,0.0004039424,0.000275125,0.0003008227,0.0006523677],"domain_scores_gemma":[0.998557,0.00006664247,0.00008869888,0.0001689593,0.0001695678,0.0009490842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002717219,0.0001157666,0.6765173,0.0003088513,0.0001022862,0.004252874,0.01043486,0.00001162726,0.00007493851,0.0002551867,0.2116245,0.09603006],"study_design_scores_gemma":[0.004103305,0.00007073234,0.9814509,0.00007993349,0.00002976074,0.0003966707,0.0003670462,0.0002251018,0.00001139897,0.0006634062,0.01240043,0.0002012904],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823686,0.0002987538,0.00000944956,0.01491487,0.0005348866,0.0003268941,0.0000346805,0.00004473272,0.001467102],"genre_scores_gemma":[0.9974933,0.0001749912,0.0001891886,0.0006084448,0.0007027429,0.00001081522,0.00002555134,0.00003234211,0.0007626606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3049336,"threshold_uncertainty_score":0.9961765,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02090772042199412,"score_gpt":0.2886920827880816,"score_spread":0.2677843623660875,"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."}}