{"id":"W4411360492","doi":"10.18280/ijsse.150413","title":"Accelerating Emergency Response in Airport Environments: An Experimental Study on Intelligent Sound Detection Systems","year":2025,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sound (geography); Emergency response; Computer science; Emergency management; Aeronautics; Environmental science; Engineering; Medical emergency; Acoustics; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007291874,0.0006540412,0.000653283,0.0003102462,0.0005327396,0.0006363674,0.0007420081,0.0008313677,0.003162009],"category_scores_gemma":[0.003378434,0.0002934884,0.0004054273,0.0002213626,0.0005568837,0.0006628901,0.0004881388,0.0006481425,0.0004561378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002483111,"about_ca_system_score_gemma":0.0004437852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001666163,"about_ca_topic_score_gemma":0.001164772,"domain_scores_codex":[0.9995347,0.0001392648,0.00003722776,0.000105054,0.00007859313,0.0001051801],"domain_scores_gemma":[0.997821,0.001205691,0.0001298911,0.0002820944,0.0003391822,0.0002222469],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.02158366,0.03654796,0.0201277,0.0009643888,0.0003434379,0.001214418,0.003387736,0.05591699,0.7915549,0.002170611,0.001470115,0.06471795],"study_design_scores_gemma":[0.002957188,0.1594109,0.07559223,0.0001273551,0.001087865,0.001169463,0.004922924,0.3369554,0.4101322,0.00249693,0.004875687,0.000271743],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969411,0.0000173929,0.002546126,0.00001339835,0.000020808,0.00006849816,0.00004284221,0.00002974717,0.0003200563],"genre_scores_gemma":[0.9951144,0.00005528998,0.003654202,0.00001969722,0.00001663523,0.00008276635,0.0001604497,0.00001893165,0.0008776113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003162009,"threshold_uncertainty_score":0.01057792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01301943290817262,"score_gpt":0.2744669687797257,"score_spread":0.2614475358715531,"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."}}