{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01022782,0.002338411,0.004903532,0.0007918831,0.0009599993,0.002656524,0.00200644,0.005658757,0.01068101],"category_scores_gemma":[0.02825092,0.001117465,0.004421903,0.0006887278,0.002710593,0.002569203,0.0011088,0.004103379,0.0008775661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002697255,"about_ca_system_score_gemma":0.004540705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002173379,"about_ca_topic_score_gemma":0.00200495,"domain_scores_codex":[0.9840357,0.01144074,0.001185529,0.001772848,0.00080389,0.0007612744],"domain_scores_gemma":[0.9708854,0.01901475,0.005180127,0.001383575,0.001247211,0.002288945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9843007,0.00882164,0.000571748,0.0008548583,0.001371526,0.00001940751,0.00005213456,0.0003191842,0.0001671336,0.0001370259,0.0002429392,0.003141795],"study_design_scores_gemma":[0.9224856,0.07125958,0.001066383,0.0001921893,0.001854016,0.00001333986,0.00004671951,0.001917594,0.0002248413,0.0005336269,0.0003726,0.00003352006],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643456,0.00645814,0.002177299,0.001390754,0.001992397,0.01985599,0.0007882097,0.0001748605,0.002816783],"genre_scores_gemma":[0.9671976,0.001316586,0.004379319,0.001094577,0.0006626961,0.02300656,0.000326844,0.0000180126,0.001997807],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01068101,"threshold_uncertainty_score":0.0540905,"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."}}