{"id":"W2520806981","doi":"","title":"Guidelines for the use of CFD simulations for fire and smoke modeling","year":2005,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computational fluid dynamics; Fire Dynamics Simulator; Smoke; CFD in buildings; Computer science; Combustion; Environmental science; Meteorology; Simulation; Aerospace engineering; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008286076,0.002231881,0.001302471,0.004847999,0.002286936,0.002145602,0.004227073,0.004090486,0.01134376],"category_scores_gemma":[0.02760192,0.002262462,0.001652463,0.003263253,0.001323899,0.001587457,0.002489798,0.006126717,0.01264853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001391791,"about_ca_system_score_gemma":0.005654281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126857,"about_ca_topic_score_gemma":0.01633188,"domain_scores_codex":[0.9906616,0.002239765,0.001729188,0.0002926783,0.004844088,0.0002327731],"domain_scores_gemma":[0.970478,0.006017863,0.001013419,0.003189821,0.0187736,0.0005272751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001301281,0.0008574462,0.002001547,0.001652281,0.00009986474,0.0009674927,0.000817069,0.08392349,0.02456187,0.0676183,0.4005263,0.4168441],"study_design_scores_gemma":[0.0001355167,0.0001549442,0.00151758,0.001746435,0.00005384625,0.0007055585,0.000251965,0.05643497,0.01057912,0.04238587,0.8858499,0.0001842305],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00298167,0.00325611,0.9321182,0.0046842,0.002047096,0.003299854,0.003812861,0.008315701,0.03948437],"genre_scores_gemma":[0.007477696,0.004046301,0.9667164,0.001009827,0.0002506121,0.00297098,0.003478111,0.001491847,0.01255824],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01134376,"threshold_uncertainty_score":0.04382145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1925067196983243,"score_gpt":0.3500480176946743,"score_spread":0.1575412979963499,"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."}}