{"id":"W2080579072","doi":"10.1016/j.firesaf.2011.02.003","title":"Dynamic modeling of fire spread in building","year":2011,"lang":"en","type":"article","venue":"Fire Safety Journal","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University; Employment and Social Development Canada","funders":"","keywords":"Fire safety; Flame spread; Fire protection; Engineering; Process (computing); Fire Dynamics Simulator; Architectural engineering; Computer science; Civil engineering; Computational fluid dynamics","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":[0.0005121846,0.000149795,0.0002552216,0.000140003,0.00007861071,0.00001683516,0.0003138725,0.0001107517,0.0001767781],"category_scores_gemma":[0.00002937696,0.0001466163,0.0001164417,0.0002547845,0.00002819513,0.000192097,0.00005700101,0.0006502993,0.00001018072],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001695439,"about_ca_system_score_gemma":0.00004796271,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007440424,"about_ca_topic_score_gemma":0.00004124642,"domain_scores_codex":[0.9986421,0.00003379054,0.0005364039,0.0001220731,0.0002583332,0.0004073355],"domain_scores_gemma":[0.9995412,0.00003246462,0.00004983749,0.0001896644,0.00006929023,0.0001175889],"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":[0.0001730468,0.00009452283,0.00455577,0.0001855626,0.0001108961,0.0001830473,0.002279102,0.864902,0.0027292,0.0007419249,0.00005732948,0.1239876],"study_design_scores_gemma":[0.0003758628,0.00003753666,0.007095569,0.0002114716,0.000005751239,0.0001030045,0.0001015876,0.9903004,0.00004441593,0.001511664,0.00006242693,0.0001503724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9653596,0.00120123,0.02771302,0.00007021027,0.0003291682,0.0001019107,0.0000189303,0.00005379246,0.005152135],"genre_scores_gemma":[0.9926709,0.001559409,0.005650201,0.000005227441,0.00003527536,0.00000201127,0.000003559289,0.00003963272,0.00003381826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1253983,"threshold_uncertainty_score":0.5978839,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01914912436887658,"score_gpt":0.2438482781482144,"score_spread":0.2246991537793379,"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."}}