{"id":"W4400074763","doi":"10.1093/annweh/wxae035.188","title":"21 Total Worker Health® and critical risk management","year":2024,"lang":"en","type":"article","venue":"Annals of Work Exposures and Health","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nordion (Canada)","funders":"","keywords":"Environmental health; Occupational safety and health; Health risk; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.003414285,0.0001624446,0.0004239449,0.000202631,0.001086304,0.00002672344,0.00007929086,0.0001257756,0.0001742204],"category_scores_gemma":[0.0001469699,0.0001340094,0.00006071147,0.0003800821,0.0001395306,0.0001046731,0.0001488299,0.0007511608,0.00005382558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004548344,"about_ca_system_score_gemma":0.0007259301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008020148,"about_ca_topic_score_gemma":0.00009820436,"domain_scores_codex":[0.996677,0.0006502367,0.0008749748,0.0004128191,0.0004122585,0.0009726953],"domain_scores_gemma":[0.9973158,0.001231226,0.0001299356,0.0002311947,0.0001335668,0.0009583216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004185388,0.00008453515,0.2090538,0.007382918,0.00005863573,0.00001086833,0.002950359,0.000001990207,9.732257e-8,0.07707133,0.1743175,0.5286495],"study_design_scores_gemma":[0.0004403443,0.0011306,0.8474516,0.00299658,0.000007454727,0.000004526837,0.001976613,0.0001371242,3.89993e-7,0.008751863,0.1369407,0.000162236],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2007263,0.3303707,0.0007239786,0.4516307,0.001815821,0.003249947,0.0002888577,0.0002456605,0.0109481],"genre_scores_gemma":[0.8891724,0.09556472,0.001981328,0.01067885,0.0005213158,0.0001491213,0.00003861984,0.00003631488,0.001857276],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6884461,"threshold_uncertainty_score":0.8355084,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1785773775411076,"score_gpt":0.541005120750752,"score_spread":0.3624277432096444,"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."}}