{"id":"W2102556990","doi":"10.5555/1218112.1218489","title":"Using a CFD simulation in designing a smoke management system in a building","year":2006,"lang":"en","type":"article","venue":"Winter Simulation Conference","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Computational fluid dynamics; Smoke; Fire Dynamics Simulator; CFD in buildings; Marine engineering; Environmental science; System dynamics; Fire safety; Simulation; Computer science; Engineering; Automotive engineering; Aerospace engineering; Civil engineering; Waste management","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":[0.0002412342,0.0001249498,0.0001495597,0.0003658843,0.00003006968,0.00007998272,0.0001058967,0.0000644516,0.00001341804],"category_scores_gemma":[0.000008433485,0.0001441303,0.00002872144,0.0003333602,0.00001108057,0.0001857837,0.00003871136,0.0001354312,0.000004979327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003607721,"about_ca_system_score_gemma":0.00001081765,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001833349,"about_ca_topic_score_gemma":0.0001010279,"domain_scores_codex":[0.9989797,0.00003955551,0.0003536233,0.0001923636,0.0001789526,0.0002557888],"domain_scores_gemma":[0.9996619,0.00009641019,0.00002960654,0.0001405619,0.00004697379,0.00002454474],"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":[0.00001338025,0.0000107103,0.008813377,0.0001228672,0.000005399395,0.00002136143,0.000202378,0.9852378,0.0008058737,0.002167493,3.40478e-7,0.002598995],"study_design_scores_gemma":[0.0004516328,0.000006140687,0.02482023,0.0004120288,0.000003244905,7.452695e-7,0.00008865318,0.9737366,0.00004909687,0.0002449133,0.00004709175,0.0001396064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4649639,0.00001725691,0.5331243,0.000005419913,0.00006189443,0.0001935488,0.000001362485,0.00006739531,0.001564859],"genre_scores_gemma":[0.9953499,0.000001199673,0.004550779,0.000004436553,0.0000294105,0.00001232477,0.000007322846,0.00002101542,0.00002357144],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.530386,"threshold_uncertainty_score":0.5877461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05232577669835672,"score_gpt":0.3080112560794455,"score_spread":0.2556854793810888,"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."}}