{"id":"W4388266043","doi":"10.1016/j.jcjd.2023.10.071","title":"IMPLEMENTATION OF ELECTROCARDIOGRAM ATRIAL FIBRILLATION REPORTING PROMPT INCREASED ATRIAL FIBRILLATION DETECTION AND ANTICOAGULATION RATES","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Diabetes","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Atrial fibrillation; Cardiology; Internal medicine; P wave; Anticoagulant therapy; Oral anticoagulant; Warfarin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01237024,0.0003337637,0.0005662445,0.001220394,0.00085356,0.003291972,0.001185379,0.002588557,0.005639806],"category_scores_gemma":[0.08417781,0.0004334013,0.001295909,0.001350598,0.0003841234,0.00165604,0.001210299,0.004079244,0.0006091267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003142371,"about_ca_system_score_gemma":0.009560898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0324479,"about_ca_topic_score_gemma":0.0330333,"domain_scores_codex":[0.9821491,0.007222466,0.002556404,0.001656171,0.004544913,0.001871042],"domain_scores_gemma":[0.9045448,0.05052231,0.02093435,0.003555749,0.01540115,0.005041689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009085092,0.00225912,0.7186367,0.0004428151,0.0003337799,0.0005265601,0.0008142671,0.0009953099,0.001278936,0.001728317,0.05168221,0.2203934],"study_design_scores_gemma":[0.0002896542,0.001103559,0.9574248,0.001027034,0.0004571688,0.0008217584,0.00120883,0.006102977,0.00226202,0.001645316,0.02758248,0.00007441937],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7491933,0.007027623,0.01181554,0.1626153,0.007471732,0.001032187,0.00503033,0.001953079,0.05386084],"genre_scores_gemma":[0.9644715,0.001269254,0.009463296,0.01944853,0.001983985,0.0002095448,0.0009610388,0.00008700269,0.002105889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0324479,"threshold_uncertainty_score":0.06542087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02133026638444963,"score_gpt":0.3072662652862443,"score_spread":0.2859359989017947,"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."}}