{"id":"W3175791070","doi":"","title":"Modeling of conjugate heat transfer in a kerosene/air spray flame used for aeronautical fire resistance tests","year":2017,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Fire dynamics and safety research","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Kerosene; Heat transfer; Environmental science; Meteorology; Aeronautics; Forensic engineering; Waste management; Engineering; Mechanics; Chemistry; Geography","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":[0.002071143,0.0001443934,0.000251884,0.00006507582,0.0002297684,0.00009986338,0.0006521941,0.0001092047,0.00001303542],"category_scores_gemma":[0.0005690698,0.0001557961,0.00009789059,0.0001108357,0.0001515707,0.000155453,0.00008913811,0.0002102038,0.000003717696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006719292,"about_ca_system_score_gemma":0.0000599229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002852599,"about_ca_topic_score_gemma":0.009341929,"domain_scores_codex":[0.9985071,0.0003352456,0.0003520407,0.0002626204,0.0002210125,0.0003219485],"domain_scores_gemma":[0.9978005,0.0005461575,0.00002010028,0.00107408,0.000462799,0.00009636861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004672537,0.001849859,0.01920336,0.003024313,0.0003311669,0.00003676473,0.02380378,0.1506948,0.4161865,0.3494266,0.0005202185,0.03445536],"study_design_scores_gemma":[0.0007967656,5.327816e-7,0.003036873,0.0005718005,0.000006277368,8.401663e-7,0.00002227275,0.9699157,0.02432447,0.0006145961,0.0005501909,0.0001597146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9072988,0.0003393235,0.0828215,0.00380705,0.00006030274,0.0003755589,0.00006603405,0.00007948147,0.00515196],"genre_scores_gemma":[0.9916976,0.0001944557,0.007264147,0.00000919628,0.000006821435,0.00004333798,0.00003963025,0.00003483859,0.0007099876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8192209,"threshold_uncertainty_score":0.635318,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01684192305629972,"score_gpt":0.2452456985196094,"score_spread":0.2284037754633097,"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."}}