{"id":"W4417365676","doi":"10.11159/jffhmt.2025.045","title":"Systematic Assessment of Turbulence–Chemistry Interaction for Partially- Premixed Acetylene/Air Flames","year":2025,"lang":"","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Combustion; Work (physics); Noise (video); Filter (signal processing)","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":[0.0003612477,0.000534085,0.0003375465,0.0004625324,0.0003309371,0.000367951,0.0003007218,0.0002508087,0.0004553261],"category_scores_gemma":[0.0004627716,0.0001701868,0.0004089575,0.000238453,0.0002215598,0.000309397,0.0003298463,0.0002886194,0.0000649164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003553256,"about_ca_system_score_gemma":0.0004541507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002644335,"about_ca_topic_score_gemma":0.002179053,"domain_scores_codex":[0.9998692,0.000015151,0.000006953372,0.00002634569,0.00006509685,0.00001722929],"domain_scores_gemma":[0.9998166,0.00005747785,0.00002974016,0.00002434199,0.00005210619,0.00001971403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004524598,0.0001393744,0.02635293,0.0001647496,0.00004785698,0.000220203,0.0001362313,0.08677249,0.8675771,0.001109483,0.0001427695,0.01688433],"study_design_scores_gemma":[0.00002450798,0.00042286,0.04265704,0.00001411229,0.00003131006,0.00008488018,0.00007633146,0.571037,0.3847325,0.0003140334,0.0005650893,0.00004031003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857717,0.0001810297,0.0130129,0.00001956027,0.000008446498,0.00003210143,0.0001826257,0.0001876487,0.000604035],"genre_scores_gemma":[0.9934075,0.00007112139,0.006195771,0.000005350867,0.000002311114,0.00001593422,0.0001478522,0.00001722793,0.0001368422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002644335,"threshold_uncertainty_score":0.005257964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00705210849814299,"score_gpt":0.2501366739737677,"score_spread":0.2430845654756247,"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."}}