{"id":"W4294817263","doi":"10.1249/01.mss.0000878012.24100.93","title":"Subjective And Objective Cognitive Fatigue In Wildland Firefighting","year":2022,"lang":"en","type":"article","venue":"Medicine & Science in Sports & Exercise","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Psychomotor vigilance task; Actigraphy; Sleep deprivation; Medicine; Effects of sleep deprivation on cognitive performance; Cognition; Audiology; Shift work; Psychomotor learning; Physical therapy; Sleep quality; Psychology; Circadian rhythm; Internal medicine; Psychiatry","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.004041655,0.0001485525,0.000350997,0.00064303,0.001515008,0.00000389506,0.000182,0.00004788979,0.0007329893],"category_scores_gemma":[0.0004938055,0.0001241672,0.00001214806,0.001935941,0.0005452131,0.0003556357,0.0001910643,0.0009337447,0.000006351092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004515017,"about_ca_system_score_gemma":0.001087538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003565834,"about_ca_topic_score_gemma":0.00101121,"domain_scores_codex":[0.9972354,0.0001592311,0.0005860291,0.0005000129,0.0008330005,0.0006863842],"domain_scores_gemma":[0.9987013,0.0005489999,0.0002390845,0.0001428567,0.0001624849,0.000205288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002068939,0.00003909116,0.9490583,0.00005583697,8.303557e-8,0.00004332198,0.03240247,0.00004755389,0.000004228722,0.00001495687,0.0000825698,0.01804468],"study_design_scores_gemma":[0.001241753,0.0001444473,0.963676,0.0008886547,0.000004901218,0.000005672779,0.03184064,0.001218164,0.000001038575,0.0004700301,0.0003840439,0.0001246603],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898385,0.0001817971,0.000007118379,0.0006096303,0.0007526866,0.001111479,0.0000146704,0.00002410374,0.00746006],"genre_scores_gemma":[0.9977713,0.0002201815,0.00004154575,0.0009910723,0.0001148832,0.000452302,0.00001734739,0.000009909075,0.0003814689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01792002,"threshold_uncertainty_score":0.9997849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04717855707755449,"score_gpt":0.4062745522505619,"score_spread":0.3590959951730074,"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."}}