{"id":"W6977337152","doi":"10.6084/m9.figshare.c.4029808.v1","title":"Effect of clinical decision rules, patient cost and malpractice information on clinician brain CT image ordering: a randomized controlled trial","year":2018,"lang":"en","type":"other","venue":"TigerPrints (Clemson University)","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical imaging; Vignette; Computed tomography; Presentation (obstetrics); Medical malpractice; Reduction (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01226749,0.0004290493,0.003330332,0.0007434507,0.0002335185,0.0000227878,0.0003419361,0.000747684,0.01022737],"category_scores_gemma":[0.06258713,0.0003243857,0.0005356827,0.0002472062,0.000513358,0.0003328851,0.0003187187,0.001309056,0.002732069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001110118,"about_ca_system_score_gemma":0.0004379438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000694741,"about_ca_topic_score_gemma":0.0001106169,"domain_scores_codex":[0.986335,0.01003493,0.002038714,0.0004997645,0.0006584998,0.0004331244],"domain_scores_gemma":[0.9447743,0.05006083,0.003823398,0.0007133129,0.0002414701,0.0003867216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"not_applicable","study_design_scores_codex":[0.8688869,0.0002471351,0.0001803204,0.0004328922,0.0003241202,0.0000279713,0.0002932605,1.409775e-7,5.968844e-7,0.0007480726,0.09194896,0.03690961],"study_design_scores_gemma":[0.4469087,0.00116138,0.00002407558,0.0008670487,0.0003322846,4.738982e-7,0.0002783564,0.00006904719,0.000001425903,0.00001599571,0.550187,0.0001542213],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1806774,0.00002767577,0.0005971771,0.001298727,0.003277616,0.01749131,0.0000589873,0.0001995868,0.7963715],"genre_scores_gemma":[0.1016783,0.00636287,0.006928712,0.006264768,0.00604591,0.0005713469,0.0005633902,0.0009626536,0.8706221],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.458238,"threshold_uncertainty_score":0.9999208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03178754434828941,"score_gpt":0.4219480574257989,"score_spread":0.3901605130775095,"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."}}