{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1688402,0.0002551541,0.004116479,0.0002505295,0.0001358279,0.00006215019,0.000191189,0.0003683495,0.0001509562],"category_scores_gemma":[0.2535774,0.0001846982,0.003357102,0.0004436092,0.0001053613,0.00008575909,0.0001049596,0.0002364732,0.001471711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006950033,"about_ca_system_score_gemma":0.0002433215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004214683,"about_ca_topic_score_gemma":5.008608e-7,"domain_scores_codex":[0.9806264,0.008134866,0.009578548,0.0007393501,0.0005127704,0.0004080403],"domain_scores_gemma":[0.9352914,0.060745,0.002568584,0.0007057259,0.0002839593,0.0004052981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.008933813,0.0001545299,0.07042975,0.0007446237,0.002606786,0.00004679954,0.00002515965,0.00005275999,0.0002605046,0.00555384,0.7051564,0.206035],"study_design_scores_gemma":[0.05632387,0.002206845,0.2376441,0.000811093,0.005945024,0.00001204325,0.0002383906,0.06407344,0.0004962562,0.002372287,0.6291912,0.0006854184],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7364196,0.001759633,0.03585775,0.09117485,0.06026443,0.04921629,0.0007931073,0.01963833,0.004876007],"genre_scores_gemma":[0.9687818,0.001264671,0.001680684,0.0008710332,0.02079038,0.0001789967,0.0008037827,0.00008525245,0.005543445],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2323621,"threshold_uncertainty_score":0.9993058,"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."}}