{"id":"W4416055670","doi":"10.62754/ais.v6i4.409","title":"Quantitative Simulation of Human Evacuation Dynamics under Visibility Impairment in Indoor Fire Scenarios","year":2025,"lang":"","type":"article","venue":"Architecture Image Studies","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Visibility; Smoke; Situational ethics; Fire safety; Situation awareness","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"],"consensus_categories":[],"category_scores_codex":[0.0007472289,0.0005085379,0.000805053,0.0005190154,0.0002570542,0.00005836074,0.0002332475,0.000167438,0.00003870166],"category_scores_gemma":[0.0007670192,0.0005119945,0.0002125939,0.001023042,0.0004381426,0.0002523671,0.0002352673,0.0006070532,0.000008100004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001063844,"about_ca_system_score_gemma":0.0001205756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001110152,"about_ca_topic_score_gemma":0.00304355,"domain_scores_codex":[0.9970453,0.0003037924,0.001251284,0.0005619867,0.0003943877,0.0004432548],"domain_scores_gemma":[0.997674,0.0009219702,0.0002725605,0.0005053749,0.0005719012,0.00005420935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001650471,0.0002914479,0.005865404,0.001375297,0.0006057444,0.000004420653,0.01070695,0.9642535,0.001963456,0.005518076,0.00002580719,0.009224775],"study_design_scores_gemma":[0.001483158,0.0003211537,0.05694843,0.0007469979,0.0001642957,5.158331e-7,0.0077094,0.9028202,0.000414169,0.02901441,0.000007003811,0.0003702681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8481029,0.002656634,0.1450637,0.001317069,0.0003702444,0.001252108,0.00008812154,0.00009839544,0.001050855],"genre_scores_gemma":[0.9961883,0.0002624585,0.003107336,0.0001048476,0.00002683743,0.00005048358,0.00007278161,0.00003876505,0.0001481771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1480854,"threshold_uncertainty_score":0.9997332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02025457306927044,"score_gpt":0.3587375846637528,"score_spread":0.3384830115944824,"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."}}