{"id":"W2733389540","doi":"10.1093/geroni/igx004.4834","title":"USING A FRAILTY INDEX BASED ON DEFICIT ACCUMULATION","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Frailty in Older Adults","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Frailty Index; Index (typography); Gerontology; Metric (unit); Operationalization; Psychological resilience; Resilience (materials science); Population; Medicine; Population ageing; Psychology; Environmental health; Computer science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003721574,0.0001113777,0.0001509488,0.0005762493,0.0001860569,0.00008605442,0.000107825,0.00008892569,0.0000646664],"category_scores_gemma":[0.00101896,0.0001163539,0.00002202805,0.0004595469,0.00004083454,0.000249638,0.00003052892,0.0002510372,0.00001819299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002094154,"about_ca_system_score_gemma":0.00009788457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002464266,"about_ca_topic_score_gemma":0.00002460054,"domain_scores_codex":[0.9989117,0.00001908066,0.0003747697,0.0002200113,0.0002959461,0.000178481],"domain_scores_gemma":[0.9989167,0.00005853362,0.0002663569,0.0005287174,0.0002067571,0.00002297754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006913109,0.00006964425,0.9636697,0.00005238994,0.000006463951,0.00002204388,0.0001970788,0.008169857,0.009244415,0.001183852,0.00008640222,0.01722898],"study_design_scores_gemma":[0.001781374,0.00002426984,0.7224243,0.0005066374,0.000005766944,0.000004689758,0.00003195355,0.2726252,0.001753029,0.0003706875,0.0003710939,0.0001009579],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630445,0.000003560252,0.02708303,0.002844393,0.0002512354,0.000258857,0.000001988402,0.00005969125,0.006452707],"genre_scores_gemma":[0.9947022,2.982104e-7,0.003689123,0.0012718,0.0001392396,0.000009281101,0.000029123,0.0000207734,0.0001381407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2644553,"threshold_uncertainty_score":0.4744773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1691921825987,"score_gpt":0.4116200421515881,"score_spread":0.2424278595528881,"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."}}