{"id":"W4407892403","doi":"10.1080/03081060.2025.2467453","title":"Development of a microsimulation-based mass evacuation model for persons needing mobility assistance","year":2025,"lang":"en","type":"article","venue":"Transportation Planning and Technology","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Microsimulation; Transport engineering; Computer science; Operations research; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009704931,0.00007693924,0.000111641,0.0002282985,0.00007477745,0.000006075334,0.00004192459,0.0001139716,0.000001243277],"category_scores_gemma":[0.00001250707,0.00008894486,0.00001786491,0.0002321866,0.0000290462,0.00004033423,6.419466e-7,0.00006131351,1.162785e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003275007,"about_ca_system_score_gemma":0.00005290148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.897216e-7,"about_ca_topic_score_gemma":0.00001970052,"domain_scores_codex":[0.9995013,0.000001954897,0.0002455873,0.0001125406,0.0000483625,0.00009025681],"domain_scores_gemma":[0.9997667,0.00004204846,0.00003967496,0.00006579914,0.00007335167,0.00001243969],"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":[0.00002661477,0.00001764029,0.01966475,0.0003084827,0.00003070079,1.372866e-7,0.001189614,0.9146452,0.05369977,0.007042496,0.00002388144,0.003350741],"study_design_scores_gemma":[0.0004358821,0.000005855804,0.008384239,0.00006526895,0.000021408,3.612447e-8,0.0003479929,0.9773156,0.01215682,0.001089231,0.0001019589,0.00007569047],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4487551,0.00007325098,0.5507972,0.00005630542,0.00002040456,0.000100757,0.00002038572,0.0001359398,0.00004062711],"genre_scores_gemma":[0.9139614,0.000001327022,0.08581197,0.00001215846,0.000001385205,0.00005834634,0.0001099427,0.000006877607,0.00003660242],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4652062,"threshold_uncertainty_score":0.3627066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01538430181326102,"score_gpt":0.2667969423084246,"score_spread":0.2514126404951636,"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."}}