{"id":"W4412646572","doi":"10.1145/3721239.3734077","title":"Modeling Soot Oxidation of Flames as Level Set Erosion","year":2025,"lang":"en","type":"article","venue":"","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Autodesk (Canada)","funders":"","keywords":"Soot; Erosion; Set (abstract data type); Environmental science; Materials science; Environmental chemistry; Computer science; Combustion; Chemistry; Geology; Organic chemistry; Geomorphology","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":[0.00004396493,0.00004703318,0.00006104368,0.00007114861,0.00001521135,0.000008013886,0.00004439364,0.00003730504,0.00004138513],"category_scores_gemma":[0.00001360959,0.00004754948,0.00002301483,0.00009625685,0.000004680482,0.00003553668,0.00001704463,0.00004187232,0.00001338566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001892813,"about_ca_system_score_gemma":0.00001164657,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003344523,"about_ca_topic_score_gemma":0.00003894899,"domain_scores_codex":[0.9997231,0.000003756158,0.000115311,0.00005246073,0.00004948591,0.00005585264],"domain_scores_gemma":[0.9998529,0.000008667836,0.000005379767,0.00009168407,0.00002914984,0.00001220444],"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":[0.000003555291,0.000005624091,0.0001116111,0.00004211569,0.000008687728,9.066396e-8,0.00006578216,0.9221314,0.06147321,0.01041105,0.0006389164,0.00510795],"study_design_scores_gemma":[0.0001081738,0.000004113062,0.000256989,0.00002504055,0.000004823551,2.210876e-7,0.00008479189,0.9873188,0.01130076,0.000722098,0.0001284667,0.00004577496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5082031,0.00001813426,0.4856913,0.00003338719,0.0001001829,0.00002862286,0.000001679927,0.00007689644,0.005846674],"genre_scores_gemma":[0.9961556,0.0000387788,0.001860188,0.00003060946,0.000007250135,0.000001829313,0.00002011947,0.000005511882,0.001880123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4879525,"threshold_uncertainty_score":0.1939012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02188120825269465,"score_gpt":0.250220361376541,"score_spread":0.2283391531238464,"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."}}