{"id":"W3114265306","doi":"10.1201/b13135-9","title":"Social Vulnerability, Frailty and Mortality in Elderly People","year":2012,"lang":"en","type":"book-chapter","venue":"Apple Academic Press eBooks","topic":"Frailty in Older Adults","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Canadian Institutes of Health Research; Killam Trusts; Dalhousie University; Dalhousie Medical Research Foundation","keywords":"Vulnerability (computing); Social vulnerability; Gerontology; Medicine; Computer science; Computer security; Psychiatry; Psychological intervention","routes":{"ca_aff":false,"ca_fund":true,"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":[0.001118766,0.0002831835,0.0002947263,0.001602888,0.0006080635,0.0004869725,0.0003021631,0.0002546138,0.001333973],"category_scores_gemma":[0.003377115,0.00008620239,0.0003991771,0.001299819,0.0004963072,0.0002648838,0.000820654,0.0004538523,0.00009066673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008538113,"about_ca_system_score_gemma":0.001289733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05248373,"about_ca_topic_score_gemma":0.05628061,"domain_scores_codex":[0.9995846,0.0001099826,0.00003541778,0.00004489944,0.000130037,0.00009508348],"domain_scores_gemma":[0.9985675,0.000250083,0.0005468695,0.00005265614,0.0002242529,0.0003586765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005481594,0.00002057176,0.9966437,0.00003885868,0.00009415212,0.00003838748,0.0001622958,0.00005519805,0.00002761678,0.00004210787,0.0001417586,0.002680637],"study_design_scores_gemma":[0.00000241346,0.00002153887,0.9995166,0.00001773144,0.00002017349,0.00005976433,0.00007856577,0.00004508749,0.000009113463,0.00007510416,0.0001520335,0.000001976168],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996779,0.001746854,0.00007012841,0.0001679571,0.00001114966,0.00001199218,0.0005105364,0.000002716659,0.0006996585],"genre_scores_gemma":[0.9989305,0.0005181016,0.00007784249,0.00002205834,0.00001657849,0.00001068442,0.0003418639,7.604049e-7,0.00008151197],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05248373,"threshold_uncertainty_score":0.1043565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08182902761613918,"score_gpt":0.3409498393720961,"score_spread":0.2591208117559569,"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."}}