{"id":"W4386395784","doi":"10.48550/arxiv.2308.16506","title":"Characterisations for the depletion of reactant in a one-dimensional dynamic combustion model","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shanghai Jiao Tong University; National Natural Science Foundation of China; York University","keywords":"Combustion; Materials science; Environmental science; Chemistry; Physical chemistry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001821957,0.00015573,0.0002116791,0.0002517327,0.00005443759,0.00001210101,0.0002245461,0.0001924449,0.000007076761],"category_scores_gemma":[0.00003102942,0.0001721609,0.0001300551,0.000258765,0.00004574009,0.00006798252,0.0001404235,0.0003466921,0.000008548043],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000268754,"about_ca_system_score_gemma":0.00005637846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005229341,"about_ca_topic_score_gemma":0.0004828257,"domain_scores_codex":[0.9992874,0.00002224753,0.0002172479,0.0002600919,0.00005701968,0.0001559599],"domain_scores_gemma":[0.9992615,0.0001657675,0.00009659733,0.0003529624,0.00008931466,0.00003383862],"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":[0.00003629578,0.00003599936,0.0003299452,0.0001144628,0.00005034088,0.000002677239,0.00009338094,0.9919416,0.0005887712,0.006623986,0.00003757251,0.0001449387],"study_design_scores_gemma":[0.0003330201,0.000009135294,0.01049195,0.0001157038,0.00006810926,4.689623e-7,0.00005672931,0.980211,0.00001413986,0.008530848,0.000009437774,0.0001594839],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6228526,0.00001370389,0.3760541,0.00007808964,0.0002894798,0.0003750355,0.0001618714,0.0001451769,0.00002988423],"genre_scores_gemma":[0.9987027,0.0003126336,0.0003226618,0.000009878619,0.00001421516,0.000006791996,0.0002992539,0.00003359247,0.0002982877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3758501,"threshold_uncertainty_score":0.7020517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09482581618516378,"score_gpt":0.1942374803829364,"score_spread":0.09941166419777261,"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."}}