{"id":"W4402829855","doi":"10.1016/j.cjco.2024.09.007","title":"Catch-AF—Early Diagnosis of Symptomatic Arrythmias in the Waiting Period Prior to Seeing a Cardiologist in Victoria, British Columbia","year":2024,"lang":"en","type":"article","venue":"CJC Open","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; Royal Jubilee Hospital; Kelowna General Hospital; University of British Columbia","funders":"Servier; Servier Canada","keywords":"Medicine; Cardiology; Internal medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.0003336018,0.0001535166,0.0003577768,0.0001896062,0.001216654,0.0006479667,0.0006637764,0.0003639731,0.002487768],"category_scores_gemma":[0.001435514,0.0001611579,0.0002037974,0.0005593195,0.0004120116,0.0001878365,0.0005915186,0.0005666532,0.0001407342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005844414,"about_ca_system_score_gemma":0.007839772,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7062036,"about_ca_topic_score_gemma":0.8586189,"domain_scores_codex":[0.9994552,0.00007700978,0.0000355154,0.0001113621,0.0001020897,0.000218857],"domain_scores_gemma":[0.9983969,0.0001885854,0.0003456264,0.00003035165,0.0001723121,0.0008661363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006080687,0.00128733,0.9417145,0.0003670269,0.0001419196,0.0007968423,0.0009393297,0.0003565481,0.002707878,0.0001087342,0.002998341,0.04250087],"study_design_scores_gemma":[0.0003745948,0.001170502,0.9952251,0.00009502535,0.00007945741,0.0002582756,0.001005086,0.0003268864,0.0001305368,0.00004288176,0.001272061,0.00001964379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99714,0.0005475176,0.00005059243,0.0001937988,0.00002270192,0.0001094786,0.0003650156,0.00000393792,0.001566903],"genre_scores_gemma":[0.9983672,0.0003224016,0.0001072439,0.0002465799,0.00001265077,0.00005147104,0.0002134746,0.000001552988,0.000677382],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2937964,"threshold_uncertainty_score":0.5910532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03944042903182469,"score_gpt":0.328813747314265,"score_spread":0.2893733182824403,"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."}}