{"id":"W2608939069","doi":"10.1093/sleepj/zsx050.707","title":"0708 PREDICTORS OF PERCEIVED FATIGUE: A SURVEY OF 1,566 COMMERCIAL AIRLINE PILOTS","year":2017,"lang":"en","type":"article","venue":"SLEEP","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Douglas Mental Health University Institute; Cégep de Jonquière","funders":"","keywords":"Sleep deprivation; Medicine; Pittsburgh Sleep Quality Index; Logistic regression; Sleep (system call); Physical therapy; Demography; Psychology; Circadian rhythm; Sleep quality; Internal medicine; Psychiatry; Cognition","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001108001,0.0001918002,0.0001678652,0.0003752295,0.00021893,0.000308516,0.000146238,0.0003161664,0.001662463],"category_scores_gemma":[0.003874423,0.0001960613,0.0002059442,0.0004688493,0.0001762272,0.000347996,0.0002670046,0.0003197677,0.0002781391],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076893,"about_ca_system_score_gemma":0.0002000846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007590883,"about_ca_topic_score_gemma":0.008562507,"domain_scores_codex":[0.9995062,0.0001920382,0.00006662871,0.00006651419,0.0001069864,0.0000615957],"domain_scores_gemma":[0.9970918,0.0008095987,0.001138428,0.0001147689,0.0004806536,0.0003646596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000166466,0.00003008853,0.9986562,0.000005639934,0.000007966077,0.00001823293,0.0001397816,0.0000180585,0.0001064019,0.000001780505,0.00007965709,0.0009195685],"study_design_scores_gemma":[0.000002221148,0.00009953805,0.9994367,0.000002894688,0.000002299264,0.00003361504,0.0002566656,0.00006871555,0.00001200044,0.000001037835,0.00008325889,0.000001040806],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995545,0.00005650687,0.00004169413,0.00003883979,0.000001764647,0.00000684931,0.0001694431,0.00000160926,0.0001287947],"genre_scores_gemma":[0.9995371,0.00005419668,0.00006079531,0.00001979983,0.000003397186,0.00001038545,0.0002003199,6.353424e-7,0.0001132855],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007590883,"threshold_uncertainty_score":0.01509339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07874048526612265,"score_gpt":0.3555778446441277,"score_spread":0.2768373593780051,"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."}}