{"id":"W4383069765","doi":"10.3126/ijosh.v13i3.46418","title":"Occupational Safety and Health Management in Selected Industrial Sectors in Sudan","year":2023,"lang":"en","type":"article","venue":"International Journal of Occupational Safety and Health","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Occupational safety and health; Enforcement; Business; Environmental health; Medicine; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007934633,0.0002639207,0.000683074,0.001916158,0.0006101326,0.00002926503,0.0003584741,0.0002357903,0.0002662753],"category_scores_gemma":[0.0003969551,0.0002529947,0.0000747657,0.001482209,0.0001003065,0.0004322493,0.0002200998,0.001451232,0.00003812171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002031816,"about_ca_system_score_gemma":0.005331983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002349352,"about_ca_topic_score_gemma":0.004620058,"domain_scores_codex":[0.993369,0.0009082705,0.00285153,0.000418439,0.001576257,0.000876479],"domain_scores_gemma":[0.9961939,0.001196548,0.001112163,0.0001409559,0.0007892646,0.000567177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01230672,0.000184255,0.911455,0.0002325042,0.00009190629,0.00005740904,0.001441489,0.0006050462,0.000001362192,0.01476125,0.004564873,0.05429821],"study_design_scores_gemma":[0.006459869,0.0003252265,0.9690319,0.0007164712,0.000003611038,0.00003128261,0.0006684742,0.001211883,3.500577e-7,0.0006925337,0.02068853,0.0001698236],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.836467,0.001923081,0.002026537,0.1446018,0.005818231,0.005072853,0.001340591,0.0001577818,0.002592082],"genre_scores_gemma":[0.9798445,0.01241984,0.0009834054,0.004145526,0.001203302,0.00005832516,0.0008796463,0.00003911047,0.0004264152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1433774,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2165176327851507,"score_gpt":0.5240358546785071,"score_spread":0.3075182218933564,"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."}}