{"id":"W4411962932","doi":"10.1002/hfm.70018","title":"Introducing the Revamped PLI: A Versatile Tool for Efficient Workplace Risk Assessment","year":2025,"lang":"en","type":"article","venue":"Human Factors and Ergonomics in Manufacturing & Service Industries","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Risk analysis (engineering); Risk assessment; Computer science; Business; Computer security","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02808268,0.001820992,0.001560215,0.007930262,0.0006061658,0.004058684,0.002369859,0.001111651,0.01161456],"category_scores_gemma":[0.07560905,0.001069452,0.001617601,0.002402627,0.001025616,0.004691467,0.007357985,0.001896248,0.004638923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006510132,"about_ca_system_score_gemma":0.001691853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006939635,"about_ca_topic_score_gemma":0.0009095671,"domain_scores_codex":[0.9822336,0.008476002,0.00233881,0.00134959,0.005319354,0.0002827097],"domain_scores_gemma":[0.9361885,0.0411522,0.004221695,0.008400157,0.009025368,0.001012146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006128693,0.0004631381,0.01484972,0.001568021,0.0002139721,0.0002793374,0.002894114,0.003085566,0.01239099,0.008402019,0.01784407,0.9373961],"study_design_scores_gemma":[0.0008755444,0.006110726,0.1353445,0.00785317,0.001013611,0.006742267,0.007242245,0.2645501,0.07021932,0.06260577,0.4350761,0.002366627],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0292239,0.0004961547,0.9344504,0.001038918,0.0003200623,0.002336919,0.002584132,0.02042334,0.009126192],"genre_scores_gemma":[0.06356814,0.0002371944,0.9296563,0.000216789,0.00009978007,0.002112631,0.001051478,0.0008600756,0.002197602],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02808268,"threshold_uncertainty_score":0.1485172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05576107563502928,"score_gpt":0.4014799590377157,"score_spread":0.3457188834026864,"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."}}