{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003101255,0.0006183715,0.0007309313,0.0004450209,0.0006957235,0.001391945,0.0009592131,0.001459119,0.001579255],"category_scores_gemma":[0.0009787668,0.0004577171,0.0008678069,0.0003184783,0.0008534367,0.001303349,0.0008649408,0.0009358329,0.0001731514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169626,"about_ca_system_score_gemma":0.001017694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02147274,"about_ca_topic_score_gemma":0.01067252,"domain_scores_codex":[0.9998751,0.00002326552,0.000005930402,0.00002223635,0.00003354916,0.00004001867],"domain_scores_gemma":[0.9997477,0.00009465445,0.000036256,0.00002605844,0.00004564432,0.0000497285],"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":[0.00008382287,0.00006060674,0.001417213,0.00001902003,0.00001843193,0.0000885569,0.00003703979,0.9838395,0.004964544,0.007772059,0.0001100047,0.001589318],"study_design_scores_gemma":[0.000009069177,0.000008275018,0.0002202592,0.000001497323,0.00000244927,0.000007974112,0.000009948011,0.9981584,0.0005019488,0.000985581,0.00009105624,0.00000365587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8705328,0.000348578,0.1062758,0.0004332048,0.0001715424,0.00008460746,0.0002084117,0.0002582461,0.0216868],"genre_scores_gemma":[0.9889355,0.0001487048,0.005504934,0.00003922527,0.0000201398,0.00002070424,0.00007236392,0.00005593611,0.005202509],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02147274,"threshold_uncertainty_score":0.04269552,"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."}}