{"id":"W7090729450","doi":"10.1088/1742-6596/3121/1/012040","title":"On the inclusion of travelling fire scenarios in the fire safety design process of a building","year":2025,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Stantec (Canada)","funders":"","keywords":"Fire safety; Process (computing); Ceiling (cloud); Stage (stratigraphy); Computational fluid dynamics; Design process","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":[0.000767178,0.0001012641,0.0002424952,0.00004869762,0.0001173277,0.00002433314,0.0004704292,0.000044359,0.000006832237],"category_scores_gemma":[0.00009709015,0.00005942824,0.00007299682,0.0003793937,0.00008723078,0.0001422,0.00006602623,0.000404464,1.290367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003365354,"about_ca_system_score_gemma":0.0001800102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001008098,"about_ca_topic_score_gemma":0.000007214896,"domain_scores_codex":[0.9989958,0.00008639442,0.0003931505,0.00005804861,0.0003328256,0.0001337396],"domain_scores_gemma":[0.9990259,0.0004399033,0.0001374867,0.0001427228,0.0002385838,0.00001533741],"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":[0.0005786659,0.0001798198,0.0002908729,0.0007314517,0.0001420702,0.00001275345,0.0266265,0.6535414,0.03425119,0.1487021,0.00007271799,0.1348705],"study_design_scores_gemma":[0.0005148472,0.0003751124,0.00139479,0.002534153,0.00003132797,0.000007096104,0.004941319,0.744743,0.1132706,0.1319796,0.00004672014,0.0001612985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9040533,0.0002210262,0.09365036,0.001202881,0.00008983675,0.0002149854,0.000006872091,0.000005688262,0.0005550439],"genre_scores_gemma":[0.9992343,0.0004065671,0.0002966809,0.00001830337,0.00002242574,0.000002595028,5.553978e-7,0.000007290419,0.0000112947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1347092,"threshold_uncertainty_score":0.2423413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196243061848084,"score_gpt":0.2657511244569965,"score_spread":0.2461268182721881,"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."}}