{"id":"W7033795477","doi":"","title":"Soot surface growth obliteration and fragmentation modelling in a laminar ethylene diffusion flame","year":2008,"lang":"en","type":"article","venue":"NPARC","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Soot; Aerosol; Laminar flow; Diffusion flame; Particle size; Particle number; Combustion","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":[0.0004950596,0.0007586122,0.0004623845,0.0005720208,0.0004138995,0.0007114666,0.0007589104,0.0009503944,0.0004020047],"category_scores_gemma":[0.0007930902,0.0002903631,0.0008465702,0.000307619,0.0006676367,0.0005914194,0.0005359131,0.0003692769,0.0000827051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001263931,"about_ca_system_score_gemma":0.0005542606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01968166,"about_ca_topic_score_gemma":0.005063584,"domain_scores_codex":[0.9998956,0.0000246505,0.000006786202,0.00001691183,0.00002756996,0.0000285142],"domain_scores_gemma":[0.9995729,0.0001857051,0.0001064819,0.00002364854,0.00006206038,0.00004905702],"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":[0.0001870314,0.00004888159,0.002009579,0.00002797085,0.00001011592,0.0001626526,0.00006874502,0.9825535,0.01081077,0.002158928,0.0000472092,0.001914552],"study_design_scores_gemma":[0.00001631891,0.00004521165,0.0004685743,0.000002769428,0.000003598475,0.00001599773,0.00001139398,0.9976373,0.001505945,0.0002366447,0.00004966561,0.000006614324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792145,0.0002597659,0.01761864,0.00008035409,0.00001474571,0.00003282195,0.00006395795,0.00008457786,0.002630626],"genre_scores_gemma":[0.9964417,0.0001240861,0.002636143,0.000007550998,0.000004154992,0.0000114136,0.00002446439,0.00001068245,0.0007398667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01968166,"threshold_uncertainty_score":0.0391342,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01693956402649029,"score_gpt":0.2212772053822879,"score_spread":0.2043376413557976,"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."}}