{"id":"W2016799204","doi":"10.1080/21577323.2013.771586","title":"Intervening on the Determinants of Mechanical Exposures: The Effects of a Redesigned Production System on Physical Demands and Worker Perceptions","year":2013,"lang":"en","type":"article","venue":"IIE Transactions on Occupational Ergonomics and Human Factors","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Work & Health; Public Health Ontario; University of Toronto; University of Waterloo","funders":"University of Waterloo","keywords":"Production line; Production (economics); Workforce; Psychological intervention; Process (computing); Work (physics); Stakeholder; Low back pain; Operations management; Business; Musculoskeletal disorder; Physical medicine and rehabilitation; Medicine; Engineering; Computer science; Human factors and ergonomics; Marketing; Poison control; Nursing; Mechanical engineering; Environmental health; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001685857,0.0001255978,0.0002075979,0.0001019489,0.0002643001,0.00001541012,0.0000447936,0.00005852077,0.00002242033],"category_scores_gemma":[0.00006174102,0.00006873085,0.000128888,0.00006399729,0.000163461,0.00005436654,0.000002904728,0.0001564218,0.00000210912],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004725027,"about_ca_system_score_gemma":0.00002188119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000465954,"about_ca_topic_score_gemma":0.00002255695,"domain_scores_codex":[0.9992013,0.0001078639,0.0002674678,0.000189739,0.000149115,0.00008453688],"domain_scores_gemma":[0.9988821,0.0007047384,0.0001128998,0.0001855395,0.00006836839,0.00004639892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01055536,0.01211336,0.144815,0.01086458,0.002514936,0.000002920031,0.04637377,0.004825257,0.5283334,0.1251906,0.0008073988,0.1136034],"study_design_scores_gemma":[0.0005765213,0.002166587,0.9840301,0.000818643,0.00009931532,0.000001805401,0.001524298,0.002101334,0.008330732,0.0002494506,0.000004617382,0.00009659683],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981205,0.000007239205,0.000832743,0.0001540795,0.0001132246,0.0007159539,0.000007464349,0.0000143006,0.00003443573],"genre_scores_gemma":[0.9997047,0.000006888306,0.00005183248,0.00002470204,0.0000464533,0.00009010752,0.000005691121,0.00001132829,0.00005828532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8392152,"threshold_uncertainty_score":0.2802763,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01723680976024042,"score_gpt":0.2757004872837017,"score_spread":0.2584636775234613,"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."}}