{"id":"W4387338198","doi":"10.1016/j.cjca.2023.06.072","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 Cardiology","topic":"Atrial Fibrillation Management and Outcomes","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; Electrocardiography","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":[0.01250201,0.0002959311,0.0005674915,0.00127827,0.0008900855,0.003114718,0.001246974,0.002751922,0.006489942],"category_scores_gemma":[0.1004858,0.0004386548,0.001350233,0.001354848,0.0004237369,0.001800379,0.001515291,0.004540744,0.0005668395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003149274,"about_ca_system_score_gemma":0.01340356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03556102,"about_ca_topic_score_gemma":0.03867455,"domain_scores_codex":[0.9814229,0.007259752,0.002935078,0.001651608,0.004489237,0.002241507],"domain_scores_gemma":[0.8834769,0.05701841,0.03023197,0.004111298,0.01753421,0.007627247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007016102,0.002114758,0.7432004,0.0005034138,0.0003966012,0.0004638541,0.0008737523,0.0009484722,0.0008467914,0.002023519,0.06237174,0.1855551],"study_design_scores_gemma":[0.000287841,0.0009068327,0.9657048,0.001028536,0.0004140472,0.0006054968,0.001226833,0.00407994,0.001275465,0.001611958,0.02279051,0.00006785593],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7068695,0.006545651,0.009348918,0.2063775,0.007995836,0.001041328,0.00615022,0.001614118,0.05405704],"genre_scores_gemma":[0.9650384,0.001207569,0.007024764,0.0210247,0.002327477,0.0002456748,0.001175122,0.00007322284,0.001882969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03556102,"threshold_uncertainty_score":0.0707081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04763278723405212,"score_gpt":0.347139650713959,"score_spread":0.2995068634799068,"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."}}