{"id":"W6980457863","doi":"","title":"CFD simulations of in-situ fire tests in road tunnels","year":2004,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Ventilation (architecture); Computational fluid dynamics; Current (fluid); Smoke; Railway tunnel; Event (particle physics); Flow (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005308606,0.0004794261,0.0006323915,0.0005538973,0.0006404464,0.0007713094,0.0007322287,0.001525496,0.002306859],"category_scores_gemma":[0.001845167,0.0003546273,0.0006081698,0.0004101258,0.0007860605,0.0005236337,0.0004475683,0.0007167431,0.0002099954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007803158,"about_ca_system_score_gemma":0.0007997375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01494448,"about_ca_topic_score_gemma":0.00972838,"domain_scores_codex":[0.9997463,0.00004393887,0.00001665861,0.00002866802,0.00006791575,0.00009656753],"domain_scores_gemma":[0.9985801,0.0009522634,0.00009014125,0.00006161926,0.0001984963,0.0001174933],"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":[0.0002347122,0.0002114718,0.006474541,0.00005314883,0.00001525909,0.0002743726,0.0001407288,0.9833305,0.005996612,0.0007845788,0.0002870421,0.002196963],"study_design_scores_gemma":[0.00003223336,0.0001249808,0.00160264,0.00001031418,0.000005551117,0.00003275408,0.0001183671,0.9943017,0.003365116,0.0001585113,0.0002352056,0.00001270524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9905326,0.00006360123,0.004410397,0.0001197267,0.00003572163,0.00004823521,0.0003754415,0.00008813095,0.004326078],"genre_scores_gemma":[0.996491,0.00004790887,0.002061132,0.00002126862,0.000004293596,0.00002930737,0.0001778817,0.0000151203,0.001152166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01494448,"threshold_uncertainty_score":0.029715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01278021911779709,"score_gpt":0.2568027351244289,"score_spread":0.2440225160066318,"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."}}