{"id":"W4214555989","doi":"10.1108/jedt-11-2021-0664","title":"Occupational health and safety orientation in the oil and gas industry of Ghana: analysis of knowledge and attitudinal influences on compliance","year":2022,"lang":"en","type":"article","venue":"Journal of Engineering Design and Technology","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Occupational safety and health; Effective safety training; Compliance (psychology); Business; Hazard; Occupational health nursing; Environmental health; Public relations; Psychology; Medicine; Health education; Nursing; Public health; Social psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.001697189,0.00006079429,0.0002802528,0.0008035717,0.0002244056,0.000001925372,0.00007514747,0.0000911573,0.000008842592],"category_scores_gemma":[0.0002569522,0.00004692136,0.00001323329,0.0008998165,0.00008960095,0.00004485838,0.00005466399,0.000767429,6.002756e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000550441,"about_ca_system_score_gemma":0.0003023422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002967795,"about_ca_topic_score_gemma":0.00001273119,"domain_scores_codex":[0.9988731,0.000224114,0.0004810534,0.00009082885,0.0001773468,0.0001535278],"domain_scores_gemma":[0.9984524,0.001020275,0.0002774475,0.0000613976,0.0001279643,0.00006049549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006740809,0.00009027246,0.9559351,0.0005572581,0.0001167875,0.000004479456,0.001784043,0.002837376,0.0001485685,0.01107748,0.00006154419,0.02671305],"study_design_scores_gemma":[0.0008828506,0.0009682383,0.985041,0.0002064653,0.00003332229,0.00002462669,0.001807943,0.01029414,0.000007438402,0.0002982305,0.0003848939,0.00005091446],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931211,0.003140863,0.001028533,0.002500561,0.00005086911,0.0001146084,0.00001625113,0.000003883856,0.00002335254],"genre_scores_gemma":[0.9977273,0.001043147,0.001122352,0.00006243549,0.00001475289,0.00001636996,0.000002822173,0.000003003349,0.00000777886],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02910587,"threshold_uncertainty_score":0.333414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0943877796203764,"score_gpt":0.4369651969880068,"score_spread":0.3425774173676305,"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."}}