{"id":"W4362456807","doi":"10.1093/fampra/cmad035","title":"Frailty prevalence and efficient screening in primary care-based memory clinics","year":2023,"lang":"en","type":"article","venue":"Family Practice","topic":"Frailty in Older Adults","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine; Impact; Research Institute for Aging; McMaster University; University of Waterloo","funders":"Canadian Frailty Network","keywords":"Medicine; Grip strength; Context (archaeology); Confidence interval; Primary care; Population; Cohen's kappa; Gerontology; Proxy (statistics); Physical therapy; Geriatrics; Family medicine; Psychiatry; Internal medicine; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001062867,0.0001801337,0.000285859,0.0002200191,0.00007813812,0.00003264681,0.0001245688,0.0001427978,0.00001236355],"category_scores_gemma":[0.003222177,0.0001810198,0.00005345549,0.0006293633,0.0001034126,0.0002020849,0.0001273604,0.0005791121,0.0001523143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137579,"about_ca_system_score_gemma":0.0002933016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001166606,"about_ca_topic_score_gemma":0.000007503935,"domain_scores_codex":[0.9980029,0.0002036891,0.0003887053,0.0004802519,0.0005596776,0.0003648062],"domain_scores_gemma":[0.9968045,0.00220569,0.0001556961,0.0004931369,0.0001852463,0.0001557752],"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":[0.007064122,0.002023934,0.4204325,0.01378494,0.0003210721,0.004443786,0.0169281,0.02037524,0.01126479,0.00009697372,0.02102836,0.4822361],"study_design_scores_gemma":[0.004799866,0.000385773,0.9502959,0.001150548,0.0002026242,0.00005428004,0.003272681,0.01266083,0.0003194887,0.000004477568,0.02656369,0.0002898045],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9718714,0.003021938,0.0005593252,0.002741949,0.0003806795,0.0008740175,0.00002738411,0.0002977921,0.02022554],"genre_scores_gemma":[0.9725815,0.0006685113,0.01610967,0.00857114,0.0001723472,0.00006963793,0.00010905,0.00006363915,0.001654472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5298634,"threshold_uncertainty_score":0.7381774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05309270486737126,"score_gpt":0.3404396223528022,"score_spread":0.287346917485431,"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."}}