{"id":"W2749247625","doi":"10.1115/gt2017-64995","title":"Thermochemical Mechanism Optimization for Accurate Predictions of CH Concentrations in Premixed Flames of C1-C3 Alkane Fuels","year":2017,"lang":"en","type":"article","venue":"","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Siemens (Canada); McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combustion; NOx; Alkane; Chemistry; Ozone; Stoichiometry; Hydrocarbon; Analytical Chemistry (journal); Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0008180559,0.001141217,0.0008023033,0.0005952584,0.0005711507,0.000679028,0.001006487,0.001139987,0.002392104],"category_scores_gemma":[0.001748347,0.0006869026,0.000617509,0.0002513473,0.0006010319,0.0004903757,0.0005928325,0.0009661433,0.0004808994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009934669,"about_ca_system_score_gemma":0.002013199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007730116,"about_ca_topic_score_gemma":0.006202318,"domain_scores_codex":[0.9998758,0.00004184435,0.000004517487,0.00001777801,0.00003759064,0.00002252503],"domain_scores_gemma":[0.9992473,0.0004971928,0.00008573848,0.00002869604,0.0001057996,0.00003528832],"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":[0.00004213043,0.00003454409,0.0004295167,0.00003273895,0.00001241192,0.00002721782,0.00001774387,0.9924141,0.001457994,0.001255138,0.0001605839,0.004116021],"study_design_scores_gemma":[0.000008552732,0.000009647601,0.00003559861,0.000001638228,0.000001515227,0.00000136237,0.00000203892,0.9995369,0.000182656,0.000128286,0.00009098316,8.993449e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2494377,0.001115629,0.7304813,0.0006479646,0.0001854458,0.0004689446,0.0003549157,0.001475844,0.01583227],"genre_scores_gemma":[0.7597322,0.0003331672,0.2343954,0.0001623393,0.000059399,0.0005896461,0.0002766635,0.0002428163,0.004208376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007730116,"threshold_uncertainty_score":0.01537025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167725476704217,"score_gpt":0.2775731580071826,"score_spread":0.2558959032401404,"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."}}