{"id":"W4319063017","doi":"10.1177/17407745221149222","title":"A hybrid automated event adjudication system for clinical trials","year":2023,"lang":"en","type":"article","venue":"Clinical Trials","topic":"Atrial Fibrillation Management and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut universitaire de cardiologie et de pneumologie de Québec; Impact; McMaster University; Population Health Research Institute","funders":"","keywords":"Adjudication; Medicine; Rivaroxaban; Event (particle physics); Clinical trial; Internal medicine; Atrial fibrillation; Warfarin","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":[0.04389958,0.002207516,0.002520184,0.008297027,0.001280938,0.007910677,0.004548706,0.002778589,0.03380973],"category_scores_gemma":[0.1229607,0.001785602,0.001491771,0.005517274,0.001347432,0.005236241,0.005566075,0.002764423,0.02308903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001971059,"about_ca_system_score_gemma":0.006095987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002358969,"about_ca_topic_score_gemma":0.001144876,"domain_scores_codex":[0.9582302,0.01776303,0.01052822,0.005671773,0.007035275,0.0007713783],"domain_scores_gemma":[0.8128156,0.1119191,0.01379599,0.02907408,0.02741722,0.004977949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.006229589,0.0005332745,0.009295188,0.00284201,0.001054868,0.001118566,0.001383002,0.009564172,0.01089019,0.01509549,0.2447378,0.6972559],"study_design_scores_gemma":[0.006668903,0.001264338,0.01207975,0.00168472,0.0006269798,0.002052112,0.0003133152,0.3336336,0.02676812,0.08035675,0.533531,0.001020469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003786615,0.0009809014,0.679083,0.001851765,0.0006155682,0.004409099,0.01087617,0.2934786,0.004918158],"genre_scores_gemma":[0.09116764,0.00091426,0.8553107,0.002692069,0.001556739,0.01017184,0.01985575,0.01026803,0.008062963],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04389958,"threshold_uncertainty_score":0.2321659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7221693459441237,"score_gpt":0.6412150036741131,"score_spread":0.08095434227001064,"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."}}