{"id":"W6991269940","doi":"","title":"Fatigue in Wildland Firefighting: Relationships Between Sleep, Shift Characteristics, and Levels of Stress and Cognitive Function.","year":2023,"lang":"en","type":"dissertation","venue":"UVic’s Research and Learning Repository (University of Victoria)","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shift work; Psychomotor vigilance task; Cognition; Stressor; Firefighting; Alertness; Vigilance (psychology); Evening; Occupational safety and health","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":[0.0004829708,0.0002612441,0.0001383409,0.000512699,0.0005094755,0.0003747306,0.0003316351,0.0003509931,0.001153503],"category_scores_gemma":[0.0007916254,0.0001049929,0.0002042503,0.0005728154,0.0003437236,0.000207151,0.0002067991,0.0002970927,0.0001182779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001277895,"about_ca_system_score_gemma":0.001369497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.405162,"about_ca_topic_score_gemma":0.5798712,"domain_scores_codex":[0.9998722,0.00001842221,0.000008972933,0.00003491053,0.00003643995,0.00002899074],"domain_scores_gemma":[0.9996331,0.00004635143,0.000146921,0.00001361455,0.00007353391,0.00008649765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001223557,0.00006523744,0.9938175,0.00004319489,0.00003628729,0.00005129216,0.0002770396,0.00008209779,0.0008636288,0.00001502643,0.0001407937,0.00448555],"study_design_scores_gemma":[8.776268e-7,0.00003266318,0.9996955,0.000005118774,0.000003847402,0.00001959519,0.0001040515,0.00004912765,0.00001929307,0.000005487031,0.00006325013,0.000001115527],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980813,0.0008254219,0.000124803,0.0001051287,0.000006492256,0.000021811,0.0004232022,0.000002687897,0.0004090574],"genre_scores_gemma":[0.9989386,0.0002294542,0.0001649239,0.00003478688,0.000008366202,0.00001405762,0.000344695,8.191786e-7,0.0002643012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.405162,"threshold_uncertainty_score":0.8056074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1189553772588476,"score_gpt":0.3906672433497965,"score_spread":0.2717118660909489,"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."}}