{"id":"W7127573702","doi":"10.1109/cicn67655.2025.11368319","title":"A Review on Smart Flight Emergency Management System Based on AI","year":2025,"lang":"","type":"article","venue":"","topic":"Air Traffic Management and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Internet of Things; Aviation; The Internet; Emergency management; Expert system; Applications of artificial intelligence","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004342061,0.0005142842,0.0004821781,0.0005108366,0.0001709589,0.00005864797,0.0003647068,0.0001196559,0.003819386],"category_scores_gemma":[0.00001269996,0.0004884125,0.0002568654,0.001242863,0.00001123962,0.0001014075,0.00007838382,0.0002237532,0.001118212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003329472,"about_ca_system_score_gemma":0.00001569786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006214573,"about_ca_topic_score_gemma":0.000005516122,"domain_scores_codex":[0.9975832,0.00009169301,0.0008691815,0.000607266,0.0003871036,0.0004616069],"domain_scores_gemma":[0.9988173,0.00002854485,0.00008519015,0.0009103453,0.00006634279,0.00009225398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002740447,0.0001468511,0.00002313457,0.04740329,0.0002501475,0.00001463441,0.000007366372,0.3930951,2.160207e-7,0.09779898,0.436668,0.02456479],"study_design_scores_gemma":[0.0004980057,0.00007667315,0.00008482743,0.02035026,0.0004431176,7.089098e-8,0.0000359408,0.6884863,0.00001217958,0.00000751685,0.2896709,0.0003342102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003831094,0.007793381,0.3287092,0.003247493,0.002635491,0.001822497,0.000003450396,0.000591253,0.6551933],"genre_scores_gemma":[0.3139499,0.2874981,0.01031237,0.03199904,0.0004785392,0.001334555,0.0003535344,0.0003299565,0.353744],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3183969,"threshold_uncertainty_score":0.9997568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006489013921687123,"score_gpt":0.223254778669413,"score_spread":0.2167657647477259,"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."}}