{"id":"W1720420601","doi":"","title":"Adapting Canadian Health Care to an Aging Population","year":2011,"lang":"en","type":"article","venue":"UBC Faculty of Medicine medical journal","topic":"Frailty in Older Adults","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Biopsychosocial model; Polypharmacy; Baby boomers; Health care; Gerontology; Population; Medicine; Population ageing; Geriatrics; Nursing; Psychiatry; Political science; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001609914,0.0002323847,0.0006934064,0.0005726164,0.0002361448,0.000008417663,0.0003353667,0.0001748706,0.002165932],"category_scores_gemma":[0.002351088,0.0001729917,0.00009539343,0.0003449834,0.0001763959,0.000143407,0.00003919239,0.0009177711,0.00002268284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005360356,"about_ca_system_score_gemma":0.00139441,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1954624,"about_ca_topic_score_gemma":0.1055631,"domain_scores_codex":[0.9959843,0.0001564288,0.001005785,0.000294944,0.001879174,0.0006793246],"domain_scores_gemma":[0.9942709,0.00004775239,0.0002869488,0.0003012638,0.0004674385,0.004625733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002114342,0.0001651436,0.06772356,0.0003251598,0.0001477662,0.001063847,0.08127888,0.00001106089,0.0001302891,0.0002804502,0.07436459,0.7742978],"study_design_scores_gemma":[0.01106537,0.006905766,0.88584,0.01015934,0.0002462111,0.008044778,0.03500209,0.0005342056,0.0002206509,0.0002803611,0.04111145,0.0005897731],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7292629,0.002228923,0.005284761,0.2497416,0.002488876,0.001129588,0.00006663155,0.0001707152,0.009626],"genre_scores_gemma":[0.976503,0.00005003796,0.01001161,0.01144743,0.001570913,0.000003088513,0.0002174312,0.00003683198,0.0001596911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8181164,"threshold_uncertainty_score":0.9987462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07329327143220507,"score_gpt":0.3648448546733711,"score_spread":0.291551583241166,"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."}}