{"id":"W2984969986","doi":"10.1136/bmjopen-2019-032712","title":"Using frailty and quality of life measures in clinical care of the elderly in Canada to predict death, nursing home transfer and hospitalisation - the frailty and ageing cohort study","year":2019,"lang":"en","type":"article","venue":"BMJ Open","topic":"Frailty in Older Adults","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Visual analogue scale; Quality of life (healthcare); Cohort; Cohort study; Emergency medicine; Internal medicine; Physical therapy; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.002029117,0.0001264447,0.0005816673,0.00004412717,0.0000447689,0.00002682508,0.0001885592,0.00006917334,0.000005739792],"category_scores_gemma":[0.0006989854,0.00008331021,0.00002649669,0.0001674978,0.00009761998,0.0001212917,0.0001178053,0.0002232294,6.44676e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001531962,"about_ca_system_score_gemma":0.0007981117,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6921146,"about_ca_topic_score_gemma":0.7952788,"domain_scores_codex":[0.9977769,0.0005292888,0.0007593649,0.0003041182,0.0004758305,0.0001544731],"domain_scores_gemma":[0.9989505,0.0003152304,0.0001102401,0.0004335578,0.00009763672,0.00009287294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002846783,0.00006890242,0.9831452,0.0001439073,0.00004341709,0.000004005449,0.01026668,0.00005160634,0.0001677244,0.00001252826,0.000014034,0.005797361],"study_design_scores_gemma":[0.003054578,0.0003888001,0.9812545,0.0009823372,0.00006080579,0.000003265103,0.01388652,0.0001750827,0.0000652605,0.00002300291,0.000006244995,0.00009959066],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894134,0.0001880891,0.00001602856,0.000686575,0.0001169884,0.00934424,0.00002936493,0.000002743502,0.0002025669],"genre_scores_gemma":[0.9996614,0.000008107098,0.00008613139,0.0001411781,0.00002189785,0.00005406801,0.000002763889,0.00001264762,0.00001183856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1031643,"threshold_uncertainty_score":0.3397292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1690822560271058,"score_gpt":0.4280858449745613,"score_spread":0.2590035889474555,"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."}}