{"id":"W7037918926","doi":"","title":"Expert Advisory Panel on Occupational Health and Safety","year":2010,"lang":"en","type":"article","venue":"Upjohn Research (W.E. Upjohn Institute for Employment Research)","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Occupational safety and health; Effective safety training; Incentive; Occupational health nursing; Occupational accident; Data collection; Supply chain; Occupational medicine; Occupational hygiene; Set (abstract data type)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","insufficient_payload"],"category_scores_codex":[0.03192617,0.0005526729,0.0008363775,0.002537565,0.01342249,0.0001739758,0.001427546,0.0007392318,0.001601768],"category_scores_gemma":[0.01124505,0.0004810985,0.0002191161,0.001890881,0.002353172,0.0007507546,0.001336212,0.008637608,0.001684765],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001605785,"about_ca_system_score_gemma":0.01181894,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008138905,"about_ca_topic_score_gemma":0.007778925,"domain_scores_codex":[0.9809991,0.003905842,0.001754105,0.001759235,0.005839496,0.005742297],"domain_scores_gemma":[0.9789782,0.01183548,0.0002517228,0.001629248,0.003843405,0.003462016],"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":[0.01798632,0.001660202,0.03568287,0.002078406,0.0001578984,0.00004069535,0.004955973,0.0000313846,0.0009152557,0.3734061,0.4321952,0.1308897],"study_design_scores_gemma":[0.003798684,0.002777993,0.05996598,0.0005372924,0.000002512813,0.000008556844,0.001292598,0.0004795725,0.0000775119,0.005280677,0.9253603,0.0004183686],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6261888,0.003497164,0.002536122,0.172331,0.01004597,0.05829751,0.004271653,0.001177823,0.121654],"genre_scores_gemma":[0.8739222,0.01522355,0.009566342,0.01112607,0.01047488,0.02535631,0.006921787,0.0006564552,0.04675236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.493165,"threshold_uncertainty_score":0.9997641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4396418247344154,"score_gpt":0.5875025021168074,"score_spread":0.147860677382392,"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."}}