{"id":"W4414864498","doi":"10.46793/semsie25.147b","title":"CERTIFICATES FOR OCCUPATIONAL SAFETY AND HEALTH PROFESSIONALS","year":2025,"lang":"en","type":"article","venue":"","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Occupational safety and health; Health professionals; Professional certification (computer technology); Safety standards; Effective safety training; Key (lock); Patient safety","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01263175,0.0005705305,0.0004629741,0.003956053,0.004489819,0.004634685,0.001794595,0.003469665,0.05726308],"category_scores_gemma":[0.06247173,0.0004349814,0.0007089012,0.002530934,0.002269694,0.003176076,0.008707124,0.003752639,0.02233144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003482928,"about_ca_system_score_gemma":0.03964866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01273354,"about_ca_topic_score_gemma":0.01720153,"domain_scores_codex":[0.9840348,0.004238945,0.001432753,0.000838286,0.00698194,0.002473258],"domain_scores_gemma":[0.9499074,0.007956261,0.004524475,0.005323271,0.02323912,0.009049353],"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":[0.0001181271,0.0002572896,0.01361588,0.001047462,0.00001540419,0.0007950332,0.003548463,0.0003941947,0.001213362,0.1551374,0.5060569,0.3178005],"study_design_scores_gemma":[0.00003645856,0.0001812629,0.01880321,0.0007187811,0.000009908268,0.0009173242,0.001766794,0.0001755579,0.0005391357,0.007335476,0.9694843,0.00003180357],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03455062,0.006699138,0.01573673,0.0593577,0.01880528,0.002321706,0.002472941,0.00119251,0.8588634],"genre_scores_gemma":[0.2989108,0.008383417,0.02661597,0.01674107,0.004065894,0.001481587,0.005720394,0.0003320796,0.6377488],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05726308,"threshold_uncertainty_score":0.1915641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2234078565808124,"score_gpt":0.5904628059395893,"score_spread":0.3670549493587769,"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."}}