{"id":"W2249307903","doi":"10.1080/14774003.2009.11667732","title":"What Determines Efficacy? The Roles of Codes and Guidance Materials in Occupational Safety and Health Regulation","year":2009,"lang":"en","type":"article","venue":"Policy and Practice in Health and Safety","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrutiny; Occupational safety and health; Legislation; Empirical research; Centrality; Principal (computer security); Effective safety training; Public relations; Business; Political science; Environmental health; Engineering; Public health; Occupational health nursing; Medicine; Health policy; Law; Nursing","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":[],"consensus_categories":[],"category_scores_codex":[0.008551763,0.0001662854,0.0004819396,0.0002318762,0.0008932988,0.00003459473,0.00007262453,0.0001490386,0.00001432224],"category_scores_gemma":[0.003956461,0.0001269005,0.00001269681,0.0003232831,0.0001709162,0.0006834235,0.00007049625,0.0004181511,0.000001261382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001363996,"about_ca_system_score_gemma":0.001573845,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005953239,"about_ca_topic_score_gemma":0.003903208,"domain_scores_codex":[0.9947754,0.002656363,0.001377771,0.0003238386,0.0002749388,0.0005917401],"domain_scores_gemma":[0.9889854,0.009705062,0.0006269851,0.000186868,0.0001285956,0.0003670416],"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":[0.0253793,0.0002428446,0.1505876,0.003872357,0.00001451128,0.000003172709,0.03177428,0.00005061311,0.00006174152,0.07930849,0.000304774,0.7084004],"study_design_scores_gemma":[0.001718547,0.0003829793,0.9770623,0.000879309,0.000002443385,0.0000232678,0.002189726,0.0003116982,0.000003029799,0.002813534,0.01451521,0.00009797252],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4776388,0.03437101,0.00008453398,0.4832544,0.0002423055,0.003325154,0.0002156657,0.0000246672,0.0008434831],"genre_scores_gemma":[0.8706758,0.1140315,0.000614009,0.01426328,0.0002422281,0.00003614207,0.00006141107,0.000009166367,0.00006644907],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8264747,"threshold_uncertainty_score":0.8999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1194999672495149,"score_gpt":0.5274732801371516,"score_spread":0.4079733128876366,"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."}}