{"id":"W2746322177","doi":"10.1001/jamacardio.2017.3180","title":"Incidence of Previously Undiagnosed Atrial Fibrillation Using Insertable Cardiac Monitors in a High-Risk Population","year":2017,"lang":"en","type":"article","venue":"JAMA Cardiology","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":261,"is_retracted":false,"has_abstract":true,"ca_institutions":"Southlake Regional Health Center","funders":"","keywords":"Medicine; Atrial fibrillation; Internal medicine; Palpitations; Incidence (geometry); Clinical endpoint; Cardiology; Stroke (engine); Cohort; Population; Randomized controlled trial","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":[],"consensus_categories":[],"category_scores_codex":[0.0006754735,0.0001321357,0.0007408663,0.0002057372,0.0001460006,0.000032173,0.00009782117,0.0002175115,0.000007596743],"category_scores_gemma":[0.001801922,0.0001245401,0.0003083776,0.000122918,0.00006428421,0.0003063794,0.00009617838,0.0001223278,0.000006991554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001365814,"about_ca_system_score_gemma":0.00006158767,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008383523,"about_ca_topic_score_gemma":0.00009292236,"domain_scores_codex":[0.9986398,0.000235433,0.0004582596,0.0002509409,0.0001977866,0.0002177385],"domain_scores_gemma":[0.9985911,0.0002478771,0.0005248193,0.0004940622,0.00009142752,0.00005068167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003566379,5.314104e-7,0.9748185,0.00003847697,0.0001201003,0.00001042417,0.00005964379,0.01300066,0.0003286031,0.000218278,0.00002104583,0.01102715],"study_design_scores_gemma":[0.002000912,0.0001087755,0.9945601,0.00006849221,0.0002682562,0.000004260762,0.00003723087,0.00154101,0.0001075421,0.0003938128,0.0008010062,0.0001086183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970836,0.0003416396,0.0001444835,0.0002921386,0.001124038,0.0006566406,0.000008772059,0.0000260918,0.0003225981],"genre_scores_gemma":[0.9951476,0.0004111324,0.0007735494,0.000007955545,0.003521404,0.000001249745,0.00005026125,0.00001592698,0.00007087017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01974164,"threshold_uncertainty_score":0.9982197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04466986200893565,"score_gpt":0.3421739265322989,"score_spread":0.2975040645233633,"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."}}