{"id":"W7132997344","doi":"","title":"Evaluation of a RANS-based Computational Framework for Predicting Sooting Turbulent Jet Flames","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Toronto; Compute Canada","keywords":"Soot; Turbulence; Laminar flow; Jet (fluid); Combustion; Rayleigh scattering; Computational fluid dynamics; Radiative transfer","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002591555,0.0005733259,0.000702224,0.0005122992,0.000257544,0.00009161649,0.0002641838,0.0006713773,0.0003063787],"category_scores_gemma":[0.002825055,0.0007092814,0.0004578295,0.0006981765,0.00004763917,0.00008431858,0.00002124903,0.0006638409,0.00003119269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004883712,"about_ca_system_score_gemma":0.0006813969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007482433,"about_ca_topic_score_gemma":0.000157909,"domain_scores_codex":[0.9959644,0.0002064737,0.001057824,0.00056692,0.001706647,0.0004977494],"domain_scores_gemma":[0.9944367,0.002467029,0.0006854874,0.000351306,0.001933903,0.0001256073],"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":[0.000140752,0.00007170957,0.0003901003,0.002140741,0.0003531986,8.364152e-7,0.01148149,0.9716229,0.0002155748,0.002231674,0.0001079518,0.01124302],"study_design_scores_gemma":[0.001884462,0.0001094842,0.003787868,0.002831436,0.001204701,0.000001103553,0.006486784,0.9735096,0.0004125877,0.009210153,0.00002536769,0.000536453],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4651757,0.0006199953,0.5282865,0.0004914005,0.002407251,0.002264563,0.00009010778,0.0003531914,0.0003113961],"genre_scores_gemma":[0.9588113,0.00004268712,0.03577584,0.00002295325,0.0003770762,0.0004078369,0.003891676,0.0002423368,0.0004283118],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4936356,"threshold_uncertainty_score":0.9995359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04082391571843326,"score_gpt":0.3626649262065701,"score_spread":0.3218410104881369,"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."}}