{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0070622,0.0001393369,0.0003266073,0.0005998475,0.0002947974,0.00003106719,0.0003325653,0.0001252744,0.0004756604],"category_scores_gemma":[0.0002818599,0.0001139368,0.00004182004,0.0001723457,0.0001480036,0.000471743,0.0002322553,0.001739732,0.00002195266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008421941,"about_ca_system_score_gemma":0.0008940267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002151298,"about_ca_topic_score_gemma":0.00006245219,"domain_scores_codex":[0.9955884,0.001109734,0.0009676967,0.0002634897,0.001237,0.0008336884],"domain_scores_gemma":[0.9971603,0.00151101,0.0003067186,0.0001496057,0.00009189912,0.0007804957],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001249035,0.0002417868,0.9842861,0.0002193861,0.00004053686,0.00001773354,0.001963244,0.00000230925,0.00002819789,0.0001448852,0.002111499,0.01081938],"study_design_scores_gemma":[0.001852923,0.0004609298,0.986681,0.0005891326,0.00000122213,0.00001222752,0.00293778,0.00008982175,6.761529e-7,0.0004805911,0.006817453,0.00007618855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9704306,0.001182674,0.00004988227,0.0262467,0.0005415867,0.0007314268,0.00003778643,0.000006854485,0.0007725044],"genre_scores_gemma":[0.9873318,0.009480056,0.0005647188,0.001516395,0.0002161706,0.00002498891,0.00001657705,0.0000195648,0.0008297075],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02473031,"threshold_uncertainty_score":0.7558364,"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."}}