{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003620809,0.0006997281,0.0009706352,0.000798227,0.0007694572,0.001422291,0.001540858,0.001639011,0.003757152],"category_scores_gemma":[0.001468337,0.0007803741,0.0008774282,0.0005678133,0.001144339,0.00120203,0.001056786,0.001059265,0.0004331337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001220957,"about_ca_system_score_gemma":0.0008482149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05123028,"about_ca_topic_score_gemma":0.01894417,"domain_scores_codex":[0.9998314,0.00003938547,0.0000077069,0.00003365472,0.00004228685,0.00004538357],"domain_scores_gemma":[0.9995994,0.0001925705,0.00005895538,0.00002148069,0.00007158817,0.00005599164],"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":[0.0000100347,0.00001023088,0.0002285908,0.000004896001,0.000005584151,0.00001911382,0.00001390217,0.9970168,0.0002626133,0.001743458,0.00004158943,0.0006432669],"study_design_scores_gemma":[0.00000194279,0.000003093189,0.00008141191,9.534896e-7,0.000001960638,0.000003073975,0.000005602965,0.9994195,0.00004498433,0.0003852709,0.00005030689,0.000001883768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5438354,0.00084884,0.4138062,0.0008596588,0.0001726264,0.00008563501,0.000361137,0.0003422353,0.03968837],"genre_scores_gemma":[0.9897384,0.0002042515,0.003095823,0.0000262092,0.00001968129,0.00002525528,0.00007288469,0.00003534288,0.006782116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05123028,"threshold_uncertainty_score":0.1018642,"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."}}