{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003715623,0.0002355253,0.0001879907,0.0009557091,0.001482008,0.0005660011,0.0008926198,0.0004929018,0.005135514],"category_scores_gemma":[0.001847867,0.0003167185,0.0001742748,0.002083117,0.0005902197,0.0002423765,0.001295806,0.0007479994,0.0004572131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004475772,"about_ca_system_score_gemma":0.01071474,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.834196,"about_ca_topic_score_gemma":0.8513517,"domain_scores_codex":[0.9992929,0.00006949705,0.00005139113,0.00008398733,0.0002281362,0.0002741619],"domain_scores_gemma":[0.9976577,0.0001432195,0.0008384034,0.00004263224,0.0004566992,0.000861354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002423939,0.00003771426,0.9892713,0.0001352831,0.00001487827,0.0002774286,0.001115561,0.0000875687,0.0002308303,0.00001953404,0.002373121,0.006412586],"study_design_scores_gemma":[0.000001240179,0.00001979468,0.9967238,0.00007288848,0.000002699153,0.0001363133,0.002132623,0.0000360026,0.00001885037,0.000005822435,0.0008464026,0.000003553129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947212,0.0007476786,0.00006168886,0.0006686918,0.00003308205,0.00004334026,0.001214532,0.00001449979,0.00249526],"genre_scores_gemma":[0.996648,0.001251158,0.000109801,0.0003244722,0.00002546138,0.00003757736,0.0006822209,0.00000384233,0.0009175274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.165804,"threshold_uncertainty_score":0.3335609,"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."}}