{"id":"W2996450580","doi":"10.1016/j.ahj.2019.07.016","title":"Rhythm monitoring strategies in patients at high risk for atrial fibrillation and stroke: A comparative analysis from the REVEAL AF study","year":2019,"lang":"en","type":"article","venue":"American Heart Journal","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":25,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center","funders":"Medtronic","keywords":"Medicine; Atrial fibrillation; Stroke (engine); Cardiology; Incidence (geometry); Internal medicine; Clinical endpoint; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002749687,0.0007837584,0.002161239,0.0009294443,0.0005516933,0.001438408,0.0007380915,0.001192882,0.002460761],"category_scores_gemma":[0.009835417,0.0005795308,0.004652811,0.002082137,0.0005953971,0.001364605,0.001273743,0.001062256,0.0002334789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082103,"about_ca_system_score_gemma":0.0009241016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007891048,"about_ca_topic_score_gemma":0.01506798,"domain_scores_codex":[0.997128,0.001244902,0.0005104425,0.0004173389,0.0003262224,0.0003732846],"domain_scores_gemma":[0.9956515,0.00185085,0.001379378,0.0003868096,0.000340287,0.0003911572],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.09399567,0.001904946,0.8499197,0.001379711,0.0274686,0.0003888494,0.001214891,0.0006087018,0.0008288416,0.0003885071,0.001331435,0.02057011],"study_design_scores_gemma":[0.0155755,0.008757304,0.9503695,0.0003854969,0.01981041,0.0004646292,0.002513727,0.0005189729,0.0002076086,0.0003238701,0.0009609353,0.0001120366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949015,0.003659488,0.0001006256,0.0001013427,0.0000254725,0.00004209521,0.0006996024,0.00000237687,0.0004674402],"genre_scores_gemma":[0.9969218,0.001420016,0.0001260283,0.0001329003,0.0000464986,0.00006534144,0.001188826,0.00000466158,0.0000939432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007891048,"threshold_uncertainty_score":0.01569027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04656790525628091,"score_gpt":0.3569966269670822,"score_spread":0.3104287217108013,"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."}}