{"id":"W3208995636","doi":"10.1080/24725838.2021.1997835","title":"Evaluation of Fatigue and Workload among Workers Conducting Complex Manual Assembly in Manufacturing","year":2021,"lang":"en","type":"article","venue":"IISE Transactions on Occupational Ergonomics and Human Factors","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Workload; Evening; Mental fatigue; Work schedule; Duration (music); Psychology; Shift work; Work (physics); Schedule; Medicine; Operations management; Applied psychology; Computer science; Engineering; Psychiatry","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":[0.0008805828,0.000372719,0.0002241251,0.0005779256,0.0004519717,0.0003877252,0.0001759404,0.0003827175,0.00102582],"category_scores_gemma":[0.002595617,0.0002226674,0.0002013485,0.0002395966,0.0002606318,0.000235295,0.0003312069,0.0001995072,0.0001739703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002934646,"about_ca_system_score_gemma":0.0003007175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914062,"about_ca_topic_score_gemma":0.003958905,"domain_scores_codex":[0.9994572,0.0002027734,0.00004265394,0.00005782439,0.0001501342,0.00008941525],"domain_scores_gemma":[0.9982706,0.0004750624,0.0006013605,0.00005895331,0.0003035989,0.0002904657],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000382605,0.0005760551,0.972096,0.00009760419,0.00003955641,0.0001721447,0.002795117,0.0003381596,0.007347116,0.00002180171,0.000102836,0.01603114],"study_design_scores_gemma":[0.0000067471,0.00131403,0.9968171,0.000008737261,0.000007191984,0.00009905047,0.0008093089,0.0003360262,0.0004201307,0.00001384946,0.0001598129,0.000008077015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997047,0.00004215177,0.0001108692,0.000007533966,9.492935e-7,0.00001128339,0.00001834344,0.00000127968,0.0001029784],"genre_scores_gemma":[0.9994584,0.00005054305,0.0002262775,0.00001007615,0.000005975284,0.00002223068,0.00004116055,7.267732e-7,0.0001846862],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002914062,"threshold_uncertainty_score":0.005794227,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1394710784548508,"score_gpt":0.3787275906417832,"score_spread":0.2392565121869324,"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."}}