{"id":"W3165010111","doi":"10.36834/cmej.71604","title":"Motor vehicle incidents in postgraduate trainees in British Columbia","year":2021,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stornoway Diamond (Canada); University of British Columbia","funders":"","keywords":"Sign (mathematics); Incidence (geometry); Midnight; Medicine; Demography; Occupational safety and health; Injury prevention; Poison control; Medical emergency; Psychology; Emergency medicine; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005055686,0.00006583488,0.0001493434,0.0002023016,0.00009693237,0.0001917117,0.0002095799,0.0002631174,0.06686481],"category_scores_gemma":[0.003493974,0.000110087,0.00004688033,0.0005418233,0.00005945512,0.00009119148,0.000008700226,0.0009802055,0.0001305788],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004083929,"about_ca_system_score_gemma":0.01424795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4892681,"about_ca_topic_score_gemma":0.9737929,"domain_scores_codex":[0.9984062,0.0002346059,0.0004220024,0.0001986548,0.0003049551,0.0004335847],"domain_scores_gemma":[0.9966365,0.00005167303,0.00005755113,0.000129097,0.000134754,0.002990412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00000456562,0.0003421991,0.3730411,0.000002523732,0.00003190731,0.003940646,0.004648755,0.00000137693,0.000006299524,0.00006981011,0.1857862,0.4321246],"study_design_scores_gemma":[0.001485564,0.00003129128,0.9722006,0.0006541325,0.000008882496,0.001620359,0.00706115,0.00001858708,9.003216e-7,0.0003550149,0.01638023,0.0001832689],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789353,0.001460976,0.000001832906,0.01261597,0.002917833,0.00008466141,0.000008035822,0.000006525718,0.003968844],"genre_scores_gemma":[0.9837079,0.00009716717,0.00005664083,0.01411475,0.0003930385,0.00001962628,0.00002234717,0.00001630701,0.001572235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5991595,"threshold_uncertainty_score":0.9913403,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01028250862833008,"score_gpt":0.2859294822159678,"score_spread":0.2756469735876377,"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."}}