{"id":"W3030018314","doi":"10.1155/2020/4721437","title":"Change-Oriented Risk Management in Civil Aviation Operation: A Case Study in China Air Navigation Service Provider","year":2020,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Key Research and Development Program of China; Civil Aviation University of China","keywords":"Hazard and operability study; Civil aviation; Risk management; Hazard; Operability; Risk analysis (engineering); Risk assessment; Engineering; Air traffic control; Service provider; Management system; Aviation; Identification (biology); Emergency management; Service (business); Computer science; Reliability engineering; Operations management; Computer security; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001491132,0.0001376396,0.0003426201,0.0004473727,0.00009172725,0.00004304098,0.0001882311,0.00004694507,0.00003315116],"category_scores_gemma":[0.0001072703,0.000113594,0.00009909091,0.002462805,0.00001001658,0.001915902,0.000005504246,0.0002770145,0.000008636322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009223463,"about_ca_system_score_gemma":0.00003618794,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004562961,"about_ca_topic_score_gemma":0.02023789,"domain_scores_codex":[0.9967211,0.0002835254,0.001499365,0.0003074739,0.001052315,0.0001361551],"domain_scores_gemma":[0.9983407,0.00009578602,0.0009083439,0.0001591466,0.0004016424,0.00009443577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0005763029,0.000397578,0.2122672,0.00002601026,0.00005026902,0.002679437,0.125305,0.5738494,0.00007485157,0.00006866015,0.000008697992,0.08469665],"study_design_scores_gemma":[0.003423969,0.0003556897,0.9135954,0.00005769057,0.0001053003,0.00003216706,0.06918761,0.01140534,0.00003576746,0.001471074,0.00018968,0.0001403229],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798034,0.00009914106,0.01629355,0.002977882,0.0001484945,0.0006358026,0.000008872658,0.000008957739,0.0000239042],"genre_scores_gemma":[0.9964331,0.0001746758,0.003024517,0.0002182936,0.00008270005,0.00002811564,0.0000218951,0.000009003605,0.000007678331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7013282,"threshold_uncertainty_score":0.9976402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04061202610712895,"score_gpt":0.345375206200013,"score_spread":0.3047631800928841,"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."}}