{"id":"W7042815572","doi":"","title":"Realistic fire simulations will be used in fire-safety analysis and design","year":2003,"lang":"en","type":"article","venue":"NPARC","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Range (aeronautics); Field (mathematics); Work (physics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0002365077,0.0000922826,0.0001722804,0.0001180549,0.00005870012,0.00002615053,0.00006548739,0.00006453536,0.0002617011],"category_scores_gemma":[0.0001217188,0.00009542823,0.00003965194,0.0007192953,0.00002709338,0.00006946635,0.00001219272,0.0001299672,0.000002557097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006438237,"about_ca_system_score_gemma":0.00001764939,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005188095,"about_ca_topic_score_gemma":0.0002809394,"domain_scores_codex":[0.9992635,0.00006237004,0.0001727315,0.0001413357,0.0001426653,0.0002173703],"domain_scores_gemma":[0.999418,0.0002833573,0.0000102069,0.0001938765,0.00002297694,0.00007162563],"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":[0.00001019194,0.00002228704,0.01172723,0.00002602085,0.0001235433,0.00001478901,0.0002662888,0.9795981,0.001024098,0.003158455,0.0001309687,0.003898051],"study_design_scores_gemma":[0.0002164476,0.00001150649,0.01348818,0.000006373396,0.00003652949,7.626488e-7,0.00001397598,0.9833203,0.00003822941,0.002026289,0.0007351072,0.0001062934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8355469,0.0002139563,0.1506325,0.0007160751,0.00008451765,0.0004743634,0.0002096918,0.0001758395,0.01194619],"genre_scores_gemma":[0.99673,0.0001371651,0.002905007,0.00001361102,0.000006756143,0.000006974833,0.00004070462,0.00001613498,0.0001436202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1611832,"threshold_uncertainty_score":0.389145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02220508109408705,"score_gpt":0.2577444557842238,"score_spread":0.2355393746901368,"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."}}