{"id":"W4386520483","doi":"10.1002/cjce.25089","title":"Optimization of firefighting strategies in process plants with emphasis on domino effects and safe evacuation","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Risk and Safety Analysis","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Firefighting; Domino effect; Process (computing); Risk analysis (engineering); Fire protection; Work (physics); Domino; Computer science; Business; Engineering; Civil engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0008424635,0.00006477903,0.0001844874,0.0003721821,0.00003753514,0.00006467669,0.0001833067,0.00003692985,0.00000766401],"category_scores_gemma":[0.0007664099,0.00003809505,0.00002928039,0.000622632,0.0000308235,0.0001653463,0.000005114709,0.00012624,0.000001045036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004067441,"about_ca_system_score_gemma":0.0001721249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002144613,"about_ca_topic_score_gemma":0.0003438123,"domain_scores_codex":[0.9991049,0.00002533061,0.0003078128,0.00007629089,0.0003592149,0.0001264654],"domain_scores_gemma":[0.9989541,0.0006213745,0.0001418811,0.00007933554,0.00009332082,0.0001099444],"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":[0.00002616817,0.000001861855,0.0008381843,0.00001205851,0.00001406093,0.00001785178,0.0008267484,0.9920437,0.001352453,0.00005915939,0.0000129303,0.004794814],"study_design_scores_gemma":[0.0009612298,0.0001233723,0.01202413,0.0005489471,0.00004370177,0.0000591479,0.0009063546,0.9451069,0.03742068,0.002576034,0.00004284001,0.0001866634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980371,0.00007924748,0.001275109,0.0004480892,0.00002811451,0.00003761034,0.000001841805,0.000002905683,0.00008998754],"genre_scores_gemma":[0.9996148,0.00001265131,0.0003263632,0.000008855528,0.00002548262,0.000001000732,9.541336e-7,0.000004890452,0.000004966013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04693681,"threshold_uncertainty_score":0.1553471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139530855093074,"score_gpt":0.2796805331255174,"score_spread":0.2582852245745866,"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."}}