{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001459313,0.00113784,0.0006386087,0.0004732348,0.001204121,0.001552454,0.001240135,0.002203675,0.007380744],"category_scores_gemma":[0.004929211,0.0005587015,0.0006246027,0.0004919267,0.0006091897,0.001405979,0.000826238,0.001323983,0.001641083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001625643,"about_ca_system_score_gemma":0.001553464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02265715,"about_ca_topic_score_gemma":0.02330844,"domain_scores_codex":[0.9994051,0.0002847979,0.00002595266,0.00005136466,0.0001751222,0.00005759304],"domain_scores_gemma":[0.997703,0.0008945218,0.0001626362,0.000431736,0.0006988592,0.0001092715],"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":[0.0001152977,0.0001592823,0.002431183,0.00006278273,0.00003823281,0.00006209663,0.00009409474,0.9596598,0.004198877,0.01240839,0.002154373,0.01861558],"study_design_scores_gemma":[0.00004626558,0.00009957102,0.0006909473,0.00002313942,0.00002560311,0.00003034761,0.00007076153,0.9753543,0.00740944,0.003662416,0.01255766,0.00002956088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3260522,0.0007767793,0.5592595,0.0023115,0.0006750078,0.0006927162,0.003407624,0.002398571,0.1044261],"genre_scores_gemma":[0.8301582,0.0007413124,0.1484606,0.0002320436,0.00005375516,0.0007915401,0.002145568,0.0006648346,0.01675207],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02265715,"threshold_uncertainty_score":0.04505056,"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."}}