{"id":"W4413302389","doi":"10.3389/fpubh.2025.1642941","title":"OSH risk management policies between North America and Southeast Asia—a comparative review","year":2025,"lang":"en","type":"review","venue":"Frontiers in Public Health","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Integrity Testing Laboratory (Canada)","funders":"Faculty of Medicine and Health, University of Sydney; Universiti Putra Malaysia","keywords":"Southeast asia; Risk management; Geography; Environmental planning; Business; Environmental health; Political science; Environmental resource management; Medicine; Development economics; Economics; Ethnology; History; Finance","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009050349,0.0006736302,0.002346627,0.009340933,0.000761664,0.002825617,0.001162335,0.0009209636,0.002351752],"category_scores_gemma":[0.02576758,0.0005494232,0.003294575,0.01237531,0.0008233105,0.002204852,0.001426221,0.0008569003,0.0001120321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004645301,"about_ca_system_score_gemma":0.01780765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02416476,"about_ca_topic_score_gemma":0.04270766,"domain_scores_codex":[0.9941804,0.002407167,0.001751168,0.0004003319,0.001014694,0.0002461866],"domain_scores_gemma":[0.9806812,0.01318049,0.003339856,0.000240546,0.002301618,0.0002562189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005482898,0.0001777217,0.01294287,0.7119479,0.007955628,0.0003926711,0.003561228,0.000367977,0.0002585737,0.00235559,0.002211258,0.2572803],"study_design_scores_gemma":[0.0002269291,0.0006464424,0.05198349,0.8539167,0.03581008,0.001079516,0.01125885,0.0002185065,0.0005795474,0.0009305779,0.04326598,0.00008328241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.007461926,0.9909503,0.00008309908,0.0003609703,0.00005907816,0.00008159499,0.000183485,0.000003385158,0.0008162659],"genre_scores_gemma":[0.06118454,0.9376124,0.0004350634,0.0003551897,0.00004311978,0.000180393,0.0001299238,0.000002332307,0.00005705669],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02416476,"threshold_uncertainty_score":0.0480482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2025391658812885,"score_gpt":0.5233696848737421,"score_spread":0.3208305189924537,"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."}}