{"id":"W4281488901","doi":"10.3390/fire5030069","title":"An Explorative Methodology to Assess the Risk of Fire and Human Fatalities in a Subway Station Using Fire Dynamics Simulator (FDS)","year":2022,"lang":"en","type":"article","venue":"Fire","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Memorial University of Newfoundland","funders":"","keywords":"Subway station; Fire Dynamics Simulator; Transport engineering; Engineering; Fire safety; Smoke; Firefighting; Civil engineering; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.000411276,0.0001052409,0.0001701593,0.00005412819,0.0001858114,0.00002329046,0.0001195858,0.00004209121,0.00004423302],"category_scores_gemma":[0.00007388605,0.00009888093,0.0000234287,0.0002308598,0.0000331282,0.000160285,0.00005766097,0.0001915788,4.624201e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001493671,"about_ca_system_score_gemma":0.00002142683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004897012,"about_ca_topic_score_gemma":0.001037123,"domain_scores_codex":[0.9990063,0.0003717713,0.0002180204,0.0001343335,0.0001395482,0.0001300206],"domain_scores_gemma":[0.999433,0.0002490432,0.00006204464,0.0001831284,0.00003833437,0.00003447585],"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":[0.00001498659,0.00002648684,0.01007501,0.00004650866,0.00003100473,0.000002524248,0.01360578,0.9693897,0.0009774881,0.001807327,0.00001952085,0.004003708],"study_design_scores_gemma":[0.0001734588,0.00007659628,0.01205572,0.00001146227,0.00001815757,0.000001498016,0.01500597,0.971416,0.000153252,0.0009390052,0.00003749281,0.0001113583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864559,0.00008121959,0.01275294,0.00005441469,0.00007535397,0.0002046409,0.0002993419,0.00004876527,0.00002740321],"genre_scores_gemma":[0.9977084,0.00001326538,0.002007716,0.00004193828,0.00001573725,0.00003834011,0.0001269509,0.00002319178,0.00002443422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0112525,"threshold_uncertainty_score":0.4032247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1124707884943546,"score_gpt":0.3572702958588442,"score_spread":0.2447995073644896,"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."}}