{"id":"W4405396586","doi":"10.1016/j.jsr.2024.12.003","title":"A predictive equation for maximum acceptable efforts based on duty cycle in repetitive back-involved tasks","year":2024,"lang":"en","type":"article","venue":"Journal of Safety Research","topic":"Musculoskeletal pain and rehabilitation","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Glenrose Rehabilitation Hospital; University of Alberta Hospital; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates","keywords":"Poison control; Duty cycle; Human factors and ergonomics; Injury prevention; Occupational safety and health; Duty; Cycle of violence; Suicide prevention; Computer science; Engineering; Simulation; Medical emergency; Transport engineering; Medicine; Voltage; Electrical engineering","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":[0.007919542,0.0001092325,0.000298859,0.0007911095,0.00009492734,0.00004281679,0.00009487027,0.0001327491,0.0003683795],"category_scores_gemma":[0.002428252,0.00007901421,0.0002448128,0.0006699843,0.0001266161,0.0002296302,0.00002392478,0.0007894013,0.00003546212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006709946,"about_ca_system_score_gemma":0.0006465382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003449035,"about_ca_topic_score_gemma":0.00002041816,"domain_scores_codex":[0.9974571,0.0003901651,0.0005770689,0.0002398847,0.001000774,0.0003350229],"domain_scores_gemma":[0.9964055,0.002363905,0.00009016298,0.0001884836,0.0007846476,0.0001672679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.1521873,0.01235576,0.05124198,0.03210105,0.001762185,0.001312117,0.01437844,0.07289885,0.0908033,0.01447784,0.04864746,0.5078337],"study_design_scores_gemma":[0.01189548,0.02251328,0.2669447,0.01259892,0.0001046551,0.00002770135,0.00361983,0.6387576,0.004146453,0.01898228,0.02004387,0.000365229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7950216,0.002122895,0.101025,0.04898614,0.001721059,0.007894149,0.0001347571,0.00008709956,0.04300728],"genre_scores_gemma":[0.9960381,0.000110548,0.002335739,0.0001020162,0.0004026341,0.00004188744,0.00003054114,0.0000266247,0.0009118639],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658588,"threshold_uncertainty_score":0.4033498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05220291167865508,"score_gpt":0.3901123488793441,"score_spread":0.337909437200689,"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."}}