{"id":"W4210827976","doi":"10.1080/07366981.2022.2035483","title":"AUDITING HEALTH AND SAFETY PRACTICES IN MEGA CONSTRUCTION PROJECTS","year":2022,"lang":"en","type":"article","venue":"EDPACS","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mega-; Audit; Liberian dollar; Public relations; Political science; Management; Accounting; Business; Finance; Economics","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002966132,0.00007564014,0.0001761509,0.0001722098,0.002150948,0.000006119717,0.00007813259,0.00004970386,0.0005582793],"category_scores_gemma":[0.001535047,0.00007568507,0.0000140172,0.0004303425,0.00004449932,0.0001646389,0.0001816516,0.001123916,0.00002205002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005291204,"about_ca_system_score_gemma":0.002672132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001696641,"about_ca_topic_score_gemma":0.0006152664,"domain_scores_codex":[0.9967944,0.001586429,0.0004622388,0.0002457467,0.0003905,0.0005206993],"domain_scores_gemma":[0.997593,0.001477999,0.0005180206,0.0001341841,0.00006825838,0.0002085323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009145808,0.00007931083,0.916842,0.0007966331,0.000007036948,0.000009687975,0.008675451,0.00002860367,0.00001088405,0.01087084,0.007171599,0.05459336],"study_design_scores_gemma":[0.002529566,0.0006135451,0.6049426,0.000185428,0.000002843454,0.00003813209,0.05690017,0.001274835,0.000001753637,0.001369575,0.3319373,0.00020432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8894129,0.001548059,0.00007226192,0.05722611,0.001832728,0.003662603,0.0001367545,0.0001187467,0.04598977],"genre_scores_gemma":[0.9921201,0.0005655995,0.001738176,0.003403219,0.000427031,0.0006258215,0.000108334,0.00001988437,0.0009917668],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3247657,"threshold_uncertainty_score":0.9991481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1659453181187022,"score_gpt":0.5183504004864063,"score_spread":0.3524050823677042,"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."}}