{"id":"W3000441824","doi":"10.1186/s12877-019-1404-8","title":"Orthopaedic surgeons’ perceptions of frailty and frailty screening","year":2020,"lang":"en","type":"article","venue":"BMC Geriatrics","topic":"Frailty in Older Adults","field":"Medicine","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Medical Research Council; Canadian Institutes of Health Research; National Health and Medical Research Council; Resthaven Incorporated","keywords":"Medicine; Thematic analysis; Context (archaeology); Gerontology; Rehabilitation; Geriatrics; Health care; Qualitative research; MEDLINE; Physical therapy; Psychiatry","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":[0.0001952139,0.0001862947,0.0004130731,0.0001251168,0.00008202371,0.00001724561,0.0001036304,0.0001539898,0.0005022608],"category_scores_gemma":[0.001143971,0.0001797239,0.0001646669,0.0005949439,0.000118693,0.00009411132,0.0001224778,0.0002765218,0.00004373653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001948007,"about_ca_system_score_gemma":0.0001579851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009767964,"about_ca_topic_score_gemma":0.00004546378,"domain_scores_codex":[0.9985014,0.00005798048,0.0004303392,0.0003499248,0.0003869693,0.0002734294],"domain_scores_gemma":[0.9987805,0.0002277879,0.0001381155,0.0003088964,0.0001636089,0.0003810672],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001762477,0.00008895995,0.9746292,0.0006518754,0.00005111266,0.00002429959,0.001224032,0.00004157028,0.003535292,0.000117849,0.007938237,0.01152128],"study_design_scores_gemma":[0.002816018,0.0003775082,0.9805802,0.0001110656,0.0002631285,0.00007289178,0.0009243047,0.002535887,0.0003273736,0.00004854134,0.0116598,0.0002833459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9691315,0.0006353189,0.02571261,0.00237743,0.0001648106,0.0004346342,0.00008055513,0.0001629769,0.001300216],"genre_scores_gemma":[0.9713218,0.000191337,0.0270645,0.0005800386,0.0003083457,0.00001032867,0.00005669132,0.00003671438,0.0004302522],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01123794,"threshold_uncertainty_score":0.7328929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05985861130376133,"score_gpt":0.293174488662518,"score_spread":0.2333158773587567,"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."}}