{"id":"W2035475038","doi":"10.1115/1.4028388","title":"Comparative Analysis of Chemical Kinetic Models Using the Alternate Species Elimination Approach","year":2014,"lang":"en","type":"article","venue":"Journal of Engineering for Gas Turbines and Power","topic":"Advanced Combustion Engine Technologies","field":"Chemical Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Syracuse University; University of Southern California","keywords":"Combustion; Syngas; Homogeneous; Work (physics); Range (aeronautics); Propane; Biochemical engineering; Ignition system; Chemical process; Computer science; Biological system; Chemistry; Thermodynamics; Materials science; Engineering; 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":[0.0001596656,0.0001349924,0.0003988841,0.0002439719,0.00001699977,0.0000133172,0.0001689631,0.00005780164,0.000003033445],"category_scores_gemma":[0.0001423801,0.0000930651,0.0001598099,0.0003077197,0.00003973597,0.0001208537,0.0000335423,0.0001694781,3.128458e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002920981,"about_ca_system_score_gemma":0.000003783458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001197107,"about_ca_topic_score_gemma":4.74814e-8,"domain_scores_codex":[0.9992712,0.000005625455,0.0003504228,0.00009117596,0.0001456385,0.0001359828],"domain_scores_gemma":[0.999264,0.0001896453,0.0001992857,0.0001296503,0.0001826092,0.00003478006],"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":[0.00001702812,0.00001496266,0.00001264461,0.00003117856,0.0002469449,1.859862e-7,0.0001695926,0.9036217,0.08267904,0.01310806,0.000009745371,0.00008890982],"study_design_scores_gemma":[0.0002484942,0.00004629996,0.00009678538,0.00003242115,0.0003068133,0.00001637701,0.00008345334,0.971141,0.02726893,0.0004361306,0.0002252426,0.00009810292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3694651,0.0002090677,0.6300735,0.00004501594,0.000066468,0.0000456513,0.000003617022,0.0000211268,0.00007039901],"genre_scores_gemma":[0.9572908,0.00002076996,0.04258945,0.000005404192,0.00006223658,0.000002624673,0.000002655563,0.00001140354,0.00001471027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5878257,"threshold_uncertainty_score":0.3795085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02679016411017442,"score_gpt":0.2584859743864794,"score_spread":0.231695810276305,"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."}}