{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.000610874,0.0006426625,0.001210731,0.0001520701,0.0001062271,0.00002053454,0.0003462956,0.002106537,0.0001540052],"category_scores_gemma":[0.00009061255,0.0006553675,0.0001930941,0.00001450385,0.0004249171,0.0001036251,0.0004675589,0.003760278,0.00003201168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001929028,"about_ca_system_score_gemma":0.0001456494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000859226,"about_ca_topic_score_gemma":0.0005610562,"domain_scores_codex":[0.9967984,0.00006344481,0.0008948107,0.0008464081,0.0007021331,0.0006948307],"domain_scores_gemma":[0.9983594,0.0002210345,0.0003320092,0.0006636741,0.00008409652,0.0003397386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007707765,0.0002591822,0.04215053,0.006096859,0.001482674,0.0002078204,0.02560826,0.000001369558,0.002013051,0.3257144,0.08297229,0.5127228],"study_design_scores_gemma":[0.003435564,0.0001457459,0.02096584,0.0007438752,0.000809945,0.0001593818,0.00005914424,0.00002883357,0.0006483645,0.03353398,0.9382417,0.001227693],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05901454,0.007310782,0.00003849224,0.000879313,0.0003732105,0.003342824,0.0004140508,0.0003497964,0.928277],"genre_scores_gemma":[0.4499183,0.0008894483,0.0001302923,0.0007720111,0.002104081,0.0003129937,0.0003072465,0.0002395311,0.5453261],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8552694,"threshold_uncertainty_score":0.9995897,"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."}}