{"id":"W4386982266","doi":"10.1108/sl-08-2023-0086","title":"Auditing safety leadership: three railroad catastrophes","year":2023,"lang":"en","type":"article","venue":"Strategy and Leadership","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Audit; Originality; Business; Accounting; Internal audit; Public relations; Psychology; Political science; Creativity","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001763856,0.0002018895,0.0002765067,0.000188601,0.001701785,0.00002138283,0.0001927827,0.0002981402,0.001045459],"category_scores_gemma":[0.0004480035,0.0001807269,0.00005805102,0.0005966748,0.0002378637,0.0001950154,0.00006790381,0.001283888,0.002553099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008045101,"about_ca_system_score_gemma":0.0006273056,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003860874,"about_ca_topic_score_gemma":0.001083226,"domain_scores_codex":[0.9966884,0.0005345112,0.0005133874,0.000413468,0.0004023388,0.001447842],"domain_scores_gemma":[0.9972036,0.001895862,0.0001228618,0.0002592444,0.0001230953,0.0003953283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00248216,0.00009604703,0.5282431,0.007914224,0.0001417438,0.000145876,0.007566875,0.0001727292,0.0003078616,0.07643001,0.09178079,0.2847186],"study_design_scores_gemma":[0.0013204,0.0002103319,0.9234481,0.0003594793,0.00001302224,0.000004265122,0.04746582,0.001043702,0.000009755968,0.001947145,0.02388889,0.000289026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5115086,0.009816724,0.00206917,0.1636071,0.003597856,0.007408009,0.0008965648,0.002985604,0.2981103],"genre_scores_gemma":[0.9841759,0.0001661468,0.0001178559,0.001239127,0.0009564788,0.0001395271,0.0002948039,0.00003639135,0.01287378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4726672,"threshold_uncertainty_score":0.9998677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5210075705468052,"score_gpt":0.4670975230205009,"score_spread":0.05391004752630435,"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."}}