{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006166453,0.000280825,0.000259449,0.001265732,0.0007015781,0.0005632339,0.0003222493,0.0002954384,0.001697329],"category_scores_gemma":[0.003863833,0.00009772733,0.0003744674,0.000980111,0.0004200451,0.0003372314,0.0009017315,0.0004838373,0.00007321021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001213574,"about_ca_system_score_gemma":0.001107711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05559582,"about_ca_topic_score_gemma":0.06732015,"domain_scores_codex":[0.9996492,0.0000756549,0.00004837012,0.00003968699,0.00008789774,0.00009916937],"domain_scores_gemma":[0.9982842,0.0002010157,0.0008566813,0.0000348602,0.0001553,0.0004678881],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002030854,0.00001633899,0.9979948,0.00001290499,0.00003301256,0.00004201708,0.0001517732,0.00003413652,0.00002271458,0.00002265245,0.0001069053,0.001542379],"study_design_scores_gemma":[0.000001384502,0.00001866502,0.9995591,0.00001229262,0.000007547452,0.0000646792,0.0001366251,0.0000706354,0.000005616701,0.00005213918,0.00006933734,0.000001861288],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984327,0.0005285167,0.00003756421,0.000218127,0.000006688366,0.000009654586,0.0002295498,0.000001821588,0.0005353304],"genre_scores_gemma":[0.9995551,0.000180679,0.00003679921,0.00002810561,0.00001321734,0.0000054175,0.0001399401,4.024326e-7,0.00004039187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05559582,"threshold_uncertainty_score":0.1105444,"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."}}