{"id":"W4392713246","doi":"10.54097/hbem.v19i.11792","title":"The Environmental Impact on the Airline Industry and Financial Analysis of Air China, China Southern Airlines, and China Eastern Airlines","year":2023,"lang":"en","type":"article","venue":"Highlights in Business Economics and Management","topic":"Aviation Industry Analysis and Trends","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"China; Business; Finance; Air transport; Aeronautics; Geography; 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":[0.0006225492,0.0002817629,0.0005587482,0.000620368,0.0003288823,0.0001123574,0.0002171634,0.0001651848,0.0000641822],"category_scores_gemma":[0.00001609318,0.0001895416,0.0001262764,0.0007843286,0.0001831321,0.0001395071,0.0002541544,0.0001793174,0.00001755386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005473024,"about_ca_system_score_gemma":0.000008387864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004904781,"about_ca_topic_score_gemma":0.0002868065,"domain_scores_codex":[0.9984098,0.00002629438,0.0007252212,0.0005075047,0.0000486137,0.0002825511],"domain_scores_gemma":[0.9989998,0.00006122921,0.0004550019,0.0004081416,0.00000808277,0.00006776483],"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":[0.0001508863,0.000269989,0.3778131,0.00007366766,0.001931527,0.00001533599,0.001247248,0.08012189,8.842954e-7,0.526347,0.0006446571,0.01138389],"study_design_scores_gemma":[0.0004787392,0.00002841496,0.9210058,0.00001630519,0.0001306463,9.486408e-7,0.0001440181,0.05864271,0.000001965285,0.001749421,0.01759066,0.0002103481],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848368,0.0005567828,0.000098786,0.013105,0.0001424507,0.0002185577,0.0003082624,0.00001530543,0.0007180994],"genre_scores_gemma":[0.9791055,0.01900008,0.00002073095,0.0001150648,0.00009201119,0.0000370299,0.0000836326,0.00002032043,0.001525637],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5431927,"threshold_uncertainty_score":0.7729282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313130519501978,"score_gpt":0.2046532089079438,"score_spread":0.191521903712924,"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."}}