{"id":"W7053030155","doi":"","title":"Sleep, Sleepiness, and Driving Performance in Healthcare Shiftworkers","year":2023,"lang":"en","type":"article","venue":"Scholarship@Western (Western University)","topic":"Laser Design and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Human factors and ergonomics; Occupational safety and health; Health care; Injury prevention; Cognition; Suicide prevention; Poison control","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":[0.0006524372,0.00011955,0.0001657631,0.0004420937,0.0008086594,0.0006696539,0.0002634379,0.0003205255,0.002134081],"category_scores_gemma":[0.001358653,0.0001350046,0.0002350134,0.0004803638,0.0002422991,0.0002522995,0.000490211,0.0003146899,0.0002399908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001221073,"about_ca_system_score_gemma":0.00163133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2156358,"about_ca_topic_score_gemma":0.3556454,"domain_scores_codex":[0.999699,0.00003311928,0.00002133601,0.00005510299,0.00009605056,0.00009537337],"domain_scores_gemma":[0.9996124,0.00006281627,0.0001228719,0.00001771167,0.00008549467,0.0000987875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006868741,0.00006225449,0.9858575,0.00005302253,0.00002881495,0.00005326961,0.003145085,0.00003211341,0.0003951427,0.00004073299,0.0007528737,0.009510623],"study_design_scores_gemma":[0.000001162734,0.00005580987,0.9971956,0.00002531897,0.000004685737,0.0000185914,0.002187464,0.00002035886,0.00002838626,0.00001146781,0.0004485448,0.0000026635],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982734,0.0003842502,0.00002383165,0.0001050791,0.000009555446,0.00001010579,0.0002670254,0.000001784238,0.0009250175],"genre_scores_gemma":[0.9980123,0.0004348799,0.00007137125,0.00007776233,0.00000810319,0.00001278432,0.000264874,0.000001634871,0.001116357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2156358,"threshold_uncertainty_score":0.4287612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05448318531429292,"score_gpt":0.2748439989310353,"score_spread":0.2203608136167424,"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."}}