{"id":"W4406688962","doi":"10.1016/j.jairtraman.2025.102743","title":"Flying safe: The impact of corporate governance on aviation safety","year":2025,"lang":"en","type":"article","venue":"Journal of Air Transport Management","topic":"Risk Management in Financial Firms","field":"Business, Management and Accounting","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Université du Québec à Montréal","funders":"","keywords":"Aviation safety; Aviation; Corporate governance; Business; Aeronautics; Engineering; Finance; Aerospace engineering","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":[0.001236386,0.0002575073,0.0004189211,0.0004133253,0.0002490428,0.00005846381,0.0007065405,0.00005444908,0.0001271377],"category_scores_gemma":[0.00002900607,0.0001732125,0.0004624096,0.001133619,0.00006625828,0.0008241629,0.00007404151,0.0002653275,0.00003677819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937381,"about_ca_system_score_gemma":0.00003883991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002248983,"about_ca_topic_score_gemma":0.00003200462,"domain_scores_codex":[0.9978024,0.00001755067,0.001045849,0.0002090144,0.0006478258,0.0002773401],"domain_scores_gemma":[0.9972919,0.00004271642,0.001992022,0.000398269,0.0002623954,0.00001264652],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.002557702,0.0008469366,0.1767766,0.001198789,0.001548431,0.0002543215,0.0001672823,0.07917855,0.0001197328,0.5877069,0.0443849,0.1052598],"study_design_scores_gemma":[0.001257563,0.00007712417,0.9388466,0.0005678815,0.0003514978,9.677019e-7,0.0001168872,0.0006849039,0.00003318794,0.01147664,0.04640749,0.0001792188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6931741,0.0004238059,0.04039092,0.007958074,0.00277755,0.001749896,0.00001913385,0.00008221551,0.2534243],"genre_scores_gemma":[0.9964263,0.0004539342,0.0002399895,0.0009134553,0.0003227796,0.000007051713,0.00001037014,0.00002156215,0.001604547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7620701,"threshold_uncertainty_score":0.7063398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01353400674344037,"score_gpt":0.2371874951197339,"score_spread":0.2236534883762935,"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."}}