{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005803842,0.001136049,0.0005704907,0.00194566,0.001860927,0.00863973,0.001764901,0.00300518,0.04476982],"category_scores_gemma":[0.009411429,0.0003620174,0.000851781,0.00119247,0.003939166,0.003899113,0.00789715,0.004721339,0.008659629],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005263463,"about_ca_system_score_gemma":0.00850229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003423249,"about_ca_topic_score_gemma":0.0032122,"domain_scores_codex":[0.9934684,0.002601219,0.000445728,0.0005496513,0.002442112,0.0004927618],"domain_scores_gemma":[0.9934992,0.001877316,0.000663166,0.0003956908,0.002457095,0.001107664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005214955,0.00009279957,0.001043952,0.0009769006,0.00003070074,0.000266591,0.001327052,0.00130446,0.000533985,0.2084298,0.4411742,0.3447675],"study_design_scores_gemma":[0.00001000803,0.00006112275,0.000578942,0.001177551,0.00001176348,0.0002648277,0.0008254107,0.0006179662,0.0002435199,0.06195034,0.9342321,0.00002659325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00598671,0.07950286,0.05729293,0.2410186,0.02737307,0.0006901124,0.000643104,0.001295746,0.5861968],"genre_scores_gemma":[0.192743,0.1078471,0.05588969,0.06844242,0.03208564,0.001370701,0.001376223,0.0007868134,0.5394584],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04476982,"threshold_uncertainty_score":0.14977,"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."}}