{"id":"W3090194825","doi":"10.1016/j.cjca.2020.07.051","title":"ATRIAL FIBRILLATION DETECTION IN A CARDIOLOGY OUTPATIENT CLINIC: COMPARISON BETWEEN AUTOMATED ECG, KARDIA 1-LEAD AND 6-LEAD DEVICE","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"ECG Monitoring and Analysis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Medicine; Atrial fibrillation; Lead (geology); Cardiology; Normal Sinus Rhythm; Ambulatory ECG; Internal medicine; Atrial flutter; Ambulatory; Sinus rhythm; Electrocardiography; Clinical Practice; Outpatient clinic; Physical therapy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001284578,0.0003284271,0.00064869,0.0008624594,0.000261896,0.0009253073,0.0003925474,0.0009523283,0.001702436],"category_scores_gemma":[0.006952643,0.0002176262,0.0005064628,0.0006360569,0.000198274,0.0005488393,0.0003910409,0.0004652508,0.0004049366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002516266,"about_ca_system_score_gemma":0.0003096584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001739636,"about_ca_topic_score_gemma":0.003461053,"domain_scores_codex":[0.9982856,0.0005600597,0.0001735787,0.0004118984,0.0004163821,0.0001524566],"domain_scores_gemma":[0.9952383,0.0028971,0.000644724,0.0001544869,0.0006400035,0.0004254683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003479771,0.0003283281,0.9767287,0.000119781,0.0001792585,0.0003331929,0.0003483601,0.0001155073,0.001775829,0.00003993825,0.0003363626,0.01621496],"study_design_scores_gemma":[0.0001226229,0.002082894,0.9943724,0.0000274973,0.0001600877,0.000928876,0.000475451,0.001182307,0.0003014166,0.00004006374,0.0002938698,0.00001252359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978462,0.0005981423,0.0002218337,0.00009651553,0.00004886614,0.00001250338,0.0002045203,0.00001640069,0.0009549969],"genre_scores_gemma":[0.9986168,0.0002537147,0.0004434429,0.0001012291,0.0000582303,0.000008140554,0.0002444371,0.000006227322,0.0002678885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001739636,"threshold_uncertainty_score":0.006793618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05155733793867286,"score_gpt":0.3200915586599433,"score_spread":0.2685342207212705,"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."}}