{"id":"W2967090512","doi":"10.3390/ijerph16162892","title":"Work Fatigue in a Non-Deployed Military Setting: Assessment, Prevalence, Predictors, and Outcomes","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Workplace Health and Well-being","field":"Health Professions","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Department of National Defence","funders":"Ministère de la Défense Nationale; Canadian Armed Forces","keywords":"Military personnel; Mental fatigue; Psychology; Work (physics); Interpersonal communication; Clinical psychology; Applied psychology; Medicine; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0009146681,0.0002252009,0.0002658817,0.0008038101,0.0003485481,0.0003941318,0.0003191312,0.0003490454,0.0007936368],"category_scores_gemma":[0.002842262,0.0001053377,0.000193581,0.0006788924,0.0002275722,0.0003313096,0.0004711914,0.0003554898,0.0001574215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005348621,"about_ca_system_score_gemma":0.0004859329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01449412,"about_ca_topic_score_gemma":0.0245594,"domain_scores_codex":[0.999599,0.0001043522,0.00004827046,0.00005721162,0.0001054565,0.00008567228],"domain_scores_gemma":[0.9986545,0.0001826822,0.0005451555,0.00004566525,0.0002773587,0.000294587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005274624,0.00006891371,0.9964089,0.00002742289,0.00001540178,0.00004124463,0.0002101719,0.00002556615,0.0001069501,0.000007541358,0.00007031851,0.002964865],"study_design_scores_gemma":[0.000001997394,0.00009448927,0.9993764,0.00001088051,0.000004523769,0.00007042536,0.000318991,0.00005847249,0.00001406922,0.000006245094,0.00004191161,0.000001573241],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990348,0.0003805349,0.00006320867,0.00004403512,0.000003408287,0.00002211521,0.000145852,0.000001852161,0.0003043023],"genre_scores_gemma":[0.9994423,0.0001881371,0.00006356992,0.00001570469,0.000007944584,0.00001690394,0.0002076439,5.220852e-7,0.00005731054],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01449412,"threshold_uncertainty_score":0.0288195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0538040479320583,"score_gpt":0.4518618417029185,"score_spread":0.3980577937708603,"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."}}