{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000396248,0.0006334091,0.0006421651,0.00163308,0.0002327115,0.0008105321,0.0007049902,0.000741296,0.00476122],"category_scores_gemma":[0.0009646579,0.0002798193,0.00058425,0.001887124,0.0002068901,0.001566282,0.0003656784,0.0006897739,0.001826133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003110443,"about_ca_system_score_gemma":0.000850417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008748085,"about_ca_topic_score_gemma":0.0009351626,"domain_scores_codex":[0.9997323,0.00004643642,0.00004368356,0.00005241327,0.0001061973,0.00001894481],"domain_scores_gemma":[0.9993821,0.0003394057,0.00005958034,0.00002099775,0.0001741057,0.00002386178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007857318,0.00008078798,0.0004703564,0.02141217,0.0001180322,0.0002398593,0.00008905419,0.001382696,0.003872041,0.007633938,0.04333994,0.9212826],"study_design_scores_gemma":[0.00001026521,0.0001515754,0.001142321,0.003756737,0.0001862453,0.0007933634,0.00008230598,0.001040412,0.001520605,0.002799517,0.9884814,0.00003530254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007752243,0.9863024,0.003380552,0.0007442008,0.0006749145,0.00002601366,0.00009198504,0.00005587908,0.00794882],"genre_scores_gemma":[0.005658258,0.9869887,0.003212769,0.0007376833,0.0007888633,0.00003242595,0.0001619601,0.00001349696,0.002405957],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00476122,"threshold_uncertainty_score":0.01592785,"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."}}