{"id":"W4231107943","doi":"10.32920/ryerson.14655627","title":"The influence of aliphatics on soot inception modelling","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Soot; Laminar flow; Combustion; Chemistry; Diffusion flame; Diffusion; Volume fraction; Thermodynamics; Organic chemistry; Physical chemistry; Physics","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":[0.00008959694,0.0001889605,0.0002159746,0.00005615811,0.00004218826,0.00002317969,0.0004464247,0.0002546123,0.00001109579],"category_scores_gemma":[0.0002913596,0.000144441,0.00008434626,0.0001216885,0.0000726947,0.00004816769,0.0005330869,0.0007251925,0.000005177186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009388943,"about_ca_system_score_gemma":0.0000335179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000013713,"about_ca_topic_score_gemma":0.000001594066,"domain_scores_codex":[0.9989995,0.00001087735,0.0003439562,0.0002391179,0.0002361417,0.0001703857],"domain_scores_gemma":[0.9987137,0.0002347922,0.0001459959,0.000728902,0.0001550743,0.00002154911],"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":[0.000003373358,0.00001215137,0.000004084624,0.0000670296,0.00002191078,7.951415e-7,0.00003790378,0.9746749,0.003870463,0.01931763,0.000008494502,0.001981198],"study_design_scores_gemma":[0.00006062362,0.000009915885,0.00001762566,0.0002434527,0.00001190588,5.93793e-7,0.0001961725,0.9437621,0.04759821,0.0078194,0.0001157354,0.00016432],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3349751,0.0001092853,0.6636103,0.0001410591,0.00009468973,0.00009422896,0.000002535281,0.0004188559,0.0005538638],"genre_scores_gemma":[0.9597039,0.0004587625,0.03949546,0.00001786812,0.00002479039,0.00003317257,0.00001124596,0.00002411463,0.0002306843],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6247288,"threshold_uncertainty_score":0.5890134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249509788413456,"score_gpt":0.2570792095170301,"score_spread":0.2345841116328956,"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."}}