{"id":"W2804626348","doi":"10.22215/etd/2006-06523","title":"Design fires for commercial premises","year":2006,"lang":"en","type":"dissertation","venue":"","topic":"Evacuation and Crowd Dynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Public Works and Government Services Canada; FPInnovations","keywords":"Premises; Humanities; Architectural engineering; Engineering; Political science; Art; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004053506,0.0001394955,0.0001306164,0.00004864905,0.00003971262,0.00003398292,0.00008137225,0.0001847917,0.0001036076],"category_scores_gemma":[0.00001176138,0.0001429331,0.00005898014,0.00003825749,0.000003242477,0.00003552906,0.000001392717,0.00007165776,0.00001706985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003200726,"about_ca_system_score_gemma":0.00002240463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001284211,"about_ca_topic_score_gemma":0.0004978159,"domain_scores_codex":[0.9995579,0.000005276981,0.0001570454,0.00008788858,0.00007663523,0.0001152346],"domain_scores_gemma":[0.9997504,0.00007299462,0.00002190677,0.00008735328,0.00004620985,0.00002116935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001126114,0.00006042035,0.00005539866,0.001303357,0.000153828,0.000001291032,0.0006113904,0.1909665,0.00275299,0.004142249,0.725466,0.07437402],"study_design_scores_gemma":[0.001058607,0.00008034275,0.005050724,0.0001606546,0.0002145138,0.000001068817,0.0003174569,0.9072125,0.02609129,0.003297473,0.05522551,0.001289839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.02056949,0.0007149623,0.6861688,0.00003239651,0.002274314,0.001431546,0.00008055442,0.00140481,0.2873231],"genre_scores_gemma":[0.4165292,0.0003394721,0.07926807,0.0002669456,0.001471178,0.001338393,0.02775438,0.0006234645,0.4724089],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.716246,"threshold_uncertainty_score":0.5828641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01736623530375804,"score_gpt":0.2576491535510781,"score_spread":0.2402829182473201,"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."}}