{"id":"W2292179364","doi":"10.14288/1.0076405","title":"Ergonomics and physical demand analysis in a construction manufacturing facility","year":2015,"lang":"en","type":"article","venue":"Open Collections","topic":"Occupational Health and Safety in Workplaces","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Human factors and ergonomics; Manufacturing engineering; Engineering; Operations management; Computer science; Poison control; Medicine; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0005865617,0.00008638856,0.0002607857,0.0001459301,0.001953527,0.00008121302,0.00009544028,0.00008813682,0.0001657146],"category_scores_gemma":[0.0001108337,0.00008325989,0.00003303664,0.0008707638,0.00005483457,0.0002076165,0.0001261432,0.0003087225,0.00002552785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003033406,"about_ca_system_score_gemma":0.0004725261,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01095444,"about_ca_topic_score_gemma":0.02213753,"domain_scores_codex":[0.9988094,0.0003155688,0.0003112488,0.0002308767,0.00009562461,0.0002372916],"domain_scores_gemma":[0.9991121,0.0003759035,0.00009874616,0.0001466286,0.0000744226,0.0001922032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003009376,0.0005011887,0.8688421,0.0001853047,0.0004743855,0.000005952716,0.01320547,0.01327906,0.000004716056,0.001355422,0.09238469,0.00675234],"study_design_scores_gemma":[0.008352996,0.0003225793,0.7977102,0.0001223418,0.0005261856,0.00001394799,0.03814605,0.03631321,0.00008322542,0.03042531,0.08718339,0.000800575],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040624,0.00002603074,0.001068122,0.0005699227,0.000372308,0.001047208,0.000151011,0.00003373176,0.09266926],"genre_scores_gemma":[0.979184,0.00003144614,0.001520013,0.0001737809,0.0001030099,0.0002447132,0.00005153528,0.000005370524,0.01868618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07512154,"threshold_uncertainty_score":0.9993458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06325463521875294,"score_gpt":0.4070560131668134,"score_spread":0.3438013779480604,"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."}}