{"id":"W2801833905","doi":"10.1017/cem.2018.194","title":"MP40: Do doctors cherry pick?","year":2018,"lang":"en","type":"article","venue":"Canadian Journal of Emergency Medicine","topic":"Medical Malpractice and Liability Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Triage; Cohort; Complaint; Abdominal pain; Anxiety; Chest pain; Depression (economics); Emergency department; Back pain; Physical therapy; Emergency medicine; Internal medicine; Psychiatry; Alternative medicine","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":[],"category_scores_codex":[0.002715697,0.0001553134,0.0004247111,0.0003000559,0.000488824,0.000002047273,0.0003775966,0.0001946748,0.2017532],"category_scores_gemma":[0.008868276,0.0001075262,0.00008656067,0.0004456264,0.000326281,0.000189637,0.00001555102,0.001005735,0.0006153469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001752967,"about_ca_system_score_gemma":0.002060946,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0274041,"about_ca_topic_score_gemma":0.07779908,"domain_scores_codex":[0.9970445,0.0004082642,0.001354124,0.0001574153,0.0004039857,0.0006317369],"domain_scores_gemma":[0.9956605,0.0003539909,0.0006051383,0.0003173382,0.001067643,0.001995353],"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":[0.00003376283,0.00001643364,0.08917467,0.0001067614,0.00005752419,0.00005539734,0.01420584,1.927219e-7,0.0001729694,0.001421794,0.8935294,0.001225304],"study_design_scores_gemma":[0.0005084168,0.0005985345,0.02578681,0.0004745749,0.00007784279,0.000005387718,0.008428965,0.000003577159,0.000005069962,0.001641242,0.9623662,0.0001033572],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7025343,0.005252158,0.0001533176,0.1262732,0.0608672,0.0003613227,0.000008125131,0.00001938086,0.104531],"genre_scores_gemma":[0.9686801,0.000877096,0.0001142604,0.002123386,0.01952628,0.000004890784,0.000002148024,0.00002478155,0.008647035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2661458,"threshold_uncertainty_score":0.9994804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2378102188616617,"score_gpt":0.5103531353292042,"score_spread":0.2725429164675425,"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."}}