{"id":"W4205709732","doi":"10.1161/circulationaha.121.056355","title":"Direct Oral Anticoagulants Versus Warfarin in Patients With Atrial Fibrillation: Patient-Level Network Meta-Analyses of Randomized Clinical Trials With Interaction Testing by Age and Sex","year":2022,"lang":"en","type":"article","venue":"Circulation","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":369,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Population Health Research Institute","funders":"National Heart, Lung, and Blood Institute","keywords":"Warfarin; Randomized controlled trial; Atrial fibrillation; Clinical trial; Major bleeding; Heart failure; Anticoagulant","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":[0.03164981,0.003087365,0.01130902,0.004221409,0.0005485365,0.002919194,0.002068459,0.002173018,0.003608635],"category_scores_gemma":[0.05805267,0.001411782,0.04675867,0.004977946,0.0007007184,0.0021233,0.002123555,0.002785565,0.0002842037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001530357,"about_ca_system_score_gemma":0.001304213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003943434,"about_ca_topic_score_gemma":0.005926135,"domain_scores_codex":[0.9550364,0.03520837,0.004195602,0.003296384,0.001685911,0.0005774235],"domain_scores_gemma":[0.9505065,0.04155725,0.00422407,0.002469832,0.0008601489,0.0003822417],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.007485386,0.00003516406,0.01111179,0.01200751,0.9620461,0.0000789174,0.00003554014,0.003009939,0.0001108801,0.0002068597,0.0004922324,0.003379712],"study_design_scores_gemma":[0.002291984,0.0002526408,0.005097197,0.0008062945,0.9866402,0.00006836758,0.00002672471,0.003068113,0.00009460458,0.0009395717,0.0006888823,0.00002542562],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2110552,0.743523,0.02683191,0.00256544,0.001930827,0.001940282,0.008570613,0.0005374778,0.003045263],"genre_scores_gemma":[0.9417945,0.04080654,0.01019763,0.001004625,0.0003635204,0.002341315,0.002648495,0.0001238256,0.0007195855],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03164981,"threshold_uncertainty_score":0.1673822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4433814208826253,"score_gpt":0.4507282102683475,"score_spread":0.007346789385722197,"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."}}