{"id":"W4414126709","doi":"10.1108/jsfe-05-2025-0021","title":"A review of experiments and modeling of large compartment fire dynamics","year":2025,"lang":"en","type":"review","venue":"Journal of Structural Fire Engineering","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Compartment (ship); Fire Dynamics Simulator; Fire safety; Current (fluid); Transient (computer programming); Fire test; Fire protection; Fire protection engineering","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":[0.001504556,0.001449626,0.001692908,0.002473988,0.0003336456,0.001280094,0.001641766,0.001340285,0.003644529],"category_scores_gemma":[0.002756327,0.0007432902,0.001113999,0.002566803,0.0006197167,0.00204559,0.0006580981,0.001209334,0.001941888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007977294,"about_ca_system_score_gemma":0.001912253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002493924,"about_ca_topic_score_gemma":0.002189243,"domain_scores_codex":[0.9993019,0.000123398,0.0001025388,0.0001809464,0.0002548919,0.00003628095],"domain_scores_gemma":[0.9976936,0.001386639,0.0002656373,0.0001114552,0.0004935656,0.00004915539],"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":[0.0001207055,0.0001551011,0.0006044945,0.05985269,0.0002094311,0.0001376346,0.000117964,0.008142294,0.006794923,0.01072645,0.01369772,0.8994406],"study_design_scores_gemma":[0.00002280766,0.0005470599,0.002326207,0.01744371,0.0006787472,0.0008386711,0.0001659742,0.004100324,0.0103042,0.00666062,0.9567715,0.000140241],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0008096686,0.9901143,0.006041579,0.0001789522,0.0002340771,0.00002956435,0.0001162222,0.00006219954,0.002413433],"genre_scores_gemma":[0.005574129,0.9898956,0.003238922,0.0001372394,0.0001600185,0.00004747908,0.0001634044,0.00002078421,0.0007624647],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003644529,"threshold_uncertainty_score":0.01219213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02355258311350356,"score_gpt":0.3283818715323185,"score_spread":0.304829288418815,"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."}}