{"id":"W2973680275","doi":"10.1016/j.jvs.2019.07.032","title":"Incidence of Diagnostic Error in Peripheral Vascular Disease Among Primary Care Physicians","year":2019,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Peripheral Artery Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; McMaster University","funders":"","keywords":"Medicine; Vascular surgery; Vascular disease; Referral; Incidence (geometry); Specialty; Medical record; Population; Univariate analysis; Abdominal aortic aneurysm; Stenosis; Disease; Medical diagnosis; Emergency medicine; Surgery; Radiology; Internal medicine; Aneurysm; Multivariate analysis; Cardiac surgery; Pathology; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001371602,0.0002314747,0.0004848292,0.002642741,0.0007343657,0.00138355,0.0005881282,0.001345855,0.003527219],"category_scores_gemma":[0.01880134,0.0004772057,0.0006811614,0.002011926,0.000553555,0.001024303,0.001043118,0.0009295572,0.000383657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008205049,"about_ca_system_score_gemma":0.0008616253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009953405,"about_ca_topic_score_gemma":0.007926126,"domain_scores_codex":[0.996923,0.0008354929,0.0005099615,0.0004294982,0.0008745676,0.0004273866],"domain_scores_gemma":[0.98124,0.006655034,0.007611232,0.0009356673,0.001954098,0.001603924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005992475,0.00003327248,0.9984418,0.00001198475,0.00003120475,0.0001392742,0.00009147215,0.00002867233,0.00004841926,0.00002393211,0.0001291229,0.0009609981],"study_design_scores_gemma":[0.000005787091,0.0001026285,0.9979102,0.00002087066,0.00002416534,0.0008700286,0.00052728,0.0003304336,0.00004617685,0.00003366121,0.0001228602,0.000005891339],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961478,0.0009635185,0.0001530019,0.0002433228,0.00002786361,0.00001385004,0.0005574381,0.00001897321,0.001874194],"genre_scores_gemma":[0.999225,0.0002383935,0.00008608962,0.00007476486,0.0000347728,0.000005155254,0.0001987757,0.000002172517,0.0001348712],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009953405,"threshold_uncertainty_score":0.01979095,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007798004025109453,"score_gpt":0.2287949039574051,"score_spread":0.2209968999322956,"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."}}