{"id":"W3005664000","doi":"10.1016/j.jacep.2019.10.023","title":"Getting in Contact With Atrial Fibrillation or Not","year":2020,"lang":"en","type":"letter","venue":"JACC. Clinical electrophysiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"National Institutes of Health; Biosense Webster; Biotronik; Bayer Fund; University of California; American College of Cardiology Foundation; Stanford University; National Heart, Lung, and Blood Institute; Medtronic; Abbott Laboratories","keywords":"Atrial fibrillation; Cardiology; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0002722482,0.0004590544,0.002034622,0.0002154531,0.00006653399,0.00002867863,0.0001776741,0.001154135,0.0003541786],"category_scores_gemma":[0.001739939,0.0003112515,0.0007365183,0.0004345299,0.0001146504,0.00007792952,0.0001050677,0.002630961,0.0002318893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001244494,"about_ca_system_score_gemma":0.0004204893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004503887,"about_ca_topic_score_gemma":0.00001707369,"domain_scores_codex":[0.9960515,0.0005311343,0.001454617,0.0009415316,0.0003777063,0.0006434703],"domain_scores_gemma":[0.9959753,0.002688794,0.0006950235,0.000428737,0.0001017689,0.0001104372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.1035309,0.00002209811,0.08070396,0.0009948018,0.002649829,0.00628623,0.00007773741,0.0001982898,0.005946016,0.0004161619,0.7623635,0.03681048],"study_design_scores_gemma":[0.00808045,0.008035617,0.1234741,0.0001546878,0.0006466018,0.00003231822,0.000006364942,0.0009892543,0.00003693754,0.0002584044,0.857674,0.0006112405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1163026,0.0001031825,0.00006630088,0.8803225,0.0008928866,0.0016117,0.00001065918,0.0002031692,0.0004869977],"genre_scores_gemma":[0.114841,0.0006115583,0.001154464,0.783374,0.09569159,0.000004433722,0.001116075,0.0001502203,0.003056716],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09694856,"threshold_uncertainty_score":0.999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1085673032620354,"score_gpt":0.3949588654217751,"score_spread":0.2863915621597398,"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."}}