{"id":"W7027132805","doi":"","title":"CFD simulations for fully-developed fires in a room under different ventilation conditions","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Computational fluid dynamics; Airflow; Ventilation (architecture); Fire Dynamics Simulator; Fire safety; Enclosure; Firefighting","routes":{"ca_aff":true,"ca_fund":false,"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":[0.00003533695,0.00007299679,0.00009369973,0.00009866133,0.00009943872,0.0000120093,0.00006095231,0.00004909168,0.0002186673],"category_scores_gemma":[0.00002155061,0.00007457885,0.00003740038,0.0001306388,0.00001669503,0.00006020881,0.00001325233,0.00008471612,0.00001145606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008333186,"about_ca_system_score_gemma":0.00002225867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005003016,"about_ca_topic_score_gemma":0.0001979831,"domain_scores_codex":[0.9994658,0.00000944839,0.0001493882,0.00009290688,0.0001046116,0.0001778011],"domain_scores_gemma":[0.9997042,0.0001122648,0.000009675185,0.0001016149,0.0000345958,0.0000376661],"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":[0.00006046065,0.000205098,0.01866142,0.0001336498,0.00008802237,0.00001161701,0.001019532,0.895363,0.05628499,0.02054227,0.004023134,0.003606859],"study_design_scores_gemma":[0.000356137,0.00001271389,0.2672871,0.00001310194,0.000002694553,0.000001481504,0.00001177411,0.7235896,0.000243408,0.007833551,0.0005618613,0.00008656616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749314,0.00001881273,0.02239054,0.0002713448,0.00009233481,0.0002717224,0.00009119248,0.00007229462,0.001860344],"genre_scores_gemma":[0.9986195,0.00002813742,0.0007256384,0.00001252018,0.00002918784,0.00005972466,0.0002167008,0.00001828462,0.0002902808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2486257,"threshold_uncertainty_score":0.3041237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03442068320775828,"score_gpt":0.2800335771064194,"score_spread":0.2456128938986611,"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."}}