{"id":"W2624012514","doi":"10.1186/s13063-017-1995-3","title":"A comparison of approaches for adjudicating outcomes in clinical trials","year":2017,"lang":"en","type":"article","venue":"Trials","topic":"Statistical Methods in Clinical Trials","field":"Mathematics","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Robarts Clinical Trials","funders":"","keywords":"Adjudication; Outcome (game theory); Medicine; Statistics; Range (aeronautics); Mathematics; Law; Political science","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"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2740973,0.0002666965,0.008904374,0.0001057897,0.000151755,0.00008957997,0.0009658096,0.0003139714,0.0001307768],"category_scores_gemma":[0.9685236,0.0001885112,0.001402453,0.00006565655,0.0004198866,0.00008263023,0.0002073127,0.0003699266,0.0000104278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002578672,"about_ca_system_score_gemma":0.0001133556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002114362,"about_ca_topic_score_gemma":0.00002209739,"domain_scores_codex":[0.9636317,0.01857123,0.0160571,0.0007119859,0.0005448954,0.0004830251],"domain_scores_gemma":[0.222659,0.7632227,0.01195827,0.001821754,0.0001561069,0.0001821311],"domain_codex":null,"domain_gemma":"methods","domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003067548,0.002679476,0.1773482,0.0006512147,0.000884306,0.000004227234,0.0002861082,0.000004405973,0.0002300938,0.4078074,0.003926406,0.4031106],"study_design_scores_gemma":[0.009995652,0.0003301826,0.01938091,0.0002041457,0.0005343345,3.933945e-7,0.0001237262,0.001037203,0.001789062,0.9661986,0.0001729413,0.0002328473],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3508222,0.0003289178,0.6031937,0.005269086,0.00795865,0.02335018,0.00132363,0.0002405066,0.00751314],"genre_scores_gemma":[0.3800384,0.0000109426,0.618911,0.00002670716,0.0005511193,0.0003319514,0.000001704197,0.00003180774,0.00009642945],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7446515,"threshold_uncertainty_score":0.7687264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9840235320840289,"score_gpt":0.7880445275755948,"score_spread":0.1959790045084341,"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."}}