{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003848169,0.0001773466,0.002041247,0.0001696377,0.0001131463,0.0000282718,0.00003284813,0.00005346572,0.00008604481],"category_scores_gemma":[0.002468353,0.0001207679,0.0003837213,0.0004991494,0.00006282894,0.000167918,0.00005141436,0.0001225567,5.175149e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006408092,"about_ca_system_score_gemma":0.0000386091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001421818,"about_ca_topic_score_gemma":0.00001207642,"domain_scores_codex":[0.9956947,0.001953805,0.001342427,0.0003149567,0.0005446819,0.0001494322],"domain_scores_gemma":[0.9947119,0.00385107,0.001107376,0.000173248,0.000103392,0.00005306419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07254082,0.00001539614,0.8653116,0.0000193688,0.00344165,0.000003633495,0.00008133452,0.04927981,0.00002293286,0.0000130185,0.0000448984,0.009225562],"study_design_scores_gemma":[0.1804675,0.0007501201,0.7861959,0.00003917428,0.01338898,0.000001861011,0.0001048712,0.01842663,0.00002818867,0.00003561779,0.0003244843,0.0002366752],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963814,0.0002412918,0.0009216908,0.00007371093,0.0003025399,0.001802523,0.00001915315,0.00003152076,0.0002261781],"genre_scores_gemma":[0.9980016,0.000008779371,0.00122807,0.00001976474,0.0002679959,0.000006357387,0.0004171025,0.00001862758,0.00003165559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1079266,"threshold_uncertainty_score":0.4924772,"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."}}