{"id":"W2159633044","doi":"10.1177/0734904109104549","title":"Design Fire Experiments for Commercial Premises","year":2009,"lang":"en","type":"article","venue":"Journal of Fire Sciences","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Carleton University","funders":"","keywords":"Fire safety; Engineering; Flame spread; Fire protection; Environmental science; Forensic engineering; Arc flash; Poison control; Civil engineering; Combustion; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005856649,0.00006827663,0.0001303896,0.00005037701,0.0001509068,0.0000725905,0.0003332035,0.00003338994,0.00001829157],"category_scores_gemma":[0.00005421442,0.00005158444,0.00006736389,0.0001567547,0.0000624829,0.0002310646,0.000008040219,0.00009139017,0.000001592521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000358668,"about_ca_system_score_gemma":0.00006238029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001523922,"about_ca_topic_score_gemma":4.926555e-7,"domain_scores_codex":[0.9992047,0.00001622932,0.0002127303,0.00006213967,0.000300057,0.0002041223],"domain_scores_gemma":[0.999656,0.00009491409,0.00004986695,0.00005359404,0.00007063205,0.00007498542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00017974,0.0001914001,0.0007227992,0.00005273761,0.00006395859,0.00003129281,0.001871579,0.1157741,0.02900895,0.0005167832,0.03587752,0.8157092],"study_design_scores_gemma":[0.0008121821,0.001916962,0.007596475,0.0001413204,0.00001361662,0.00006307952,0.0002455688,0.9717039,0.009698748,0.002828517,0.004719669,0.0002598994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9647951,0.003002478,0.02604702,0.002095215,0.0009270302,0.0002834483,0.000006182143,0.00003986689,0.002803666],"genre_scores_gemma":[0.9908552,0.0001842583,0.008710853,0.00004895742,0.0001425683,0.000001476374,2.327318e-7,0.000004347337,0.00005214864],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8559299,"threshold_uncertainty_score":0.2103553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06290978244297177,"score_gpt":0.3340307817094231,"score_spread":0.2711209992664514,"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."}}