{"id":"W4364305296","doi":"10.1109/ihsh57076.2022.10092165","title":"Detection of Occupational Fatigue in Digital Era; Parameters In Use","year":2022,"lang":"en","type":"article","venue":"","topic":"Sleep and Work-Related Fatigue","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles; Université du Québec à Chicoutimi; Université du Québec à Rimouski","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001087405,0.0005221801,0.0004564432,0.003744795,0.0002522978,0.001729466,0.0003414718,0.0006782286,0.003479442],"category_scores_gemma":[0.01074896,0.0001571192,0.0003801724,0.002659604,0.0002640573,0.0009180194,0.0006924526,0.0003764848,0.001462495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003535798,"about_ca_system_score_gemma":0.0002429329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001390254,"about_ca_topic_score_gemma":0.001707978,"domain_scores_codex":[0.9990247,0.0002448825,0.0001393864,0.0001533528,0.0003666788,0.00007098888],"domain_scores_gemma":[0.996005,0.001753194,0.0009455735,0.0002056042,0.0009626402,0.0001279103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00134937,0.0002972862,0.5725403,0.002390144,0.0002886585,0.0004088337,0.002822354,0.001184669,0.02049586,0.0006521592,0.005352146,0.3922183],"study_design_scores_gemma":[0.00002613111,0.0006277415,0.9668241,0.0007850672,0.0002469302,0.001867557,0.002273194,0.002397363,0.009461656,0.0009181293,0.01447802,0.000094034],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9198601,0.01576008,0.0214688,0.0007320489,0.0002642975,0.0006221096,0.008215336,0.0008882824,0.03218893],"genre_scores_gemma":[0.9798527,0.002952583,0.01276917,0.0002569944,0.0001009803,0.0002560325,0.001390889,0.00009056088,0.002329956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003744795,"threshold_uncertainty_score":0.01163995,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06171011986244231,"score_gpt":0.318527005581817,"score_spread":0.2568168857193747,"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."}}