{"id":"W7115593141","doi":"10.1002/cjce.70208","title":"Analysis of flow dynamics and heat transfer in a combustion chamber","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Combustion; Combustion chamber; Heat transfer; Flow (mathematics); Magnetohydrodynamic drive; Thermal efficiency; Thermal; Thermal science; Computational fluid dynamics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001455556,0.0000776779,0.0002193914,0.0005138633,0.00001047725,0.00001419641,0.00007755274,0.00006346074,0.0000154518],"category_scores_gemma":[0.00003323912,0.00006912986,0.0000750003,0.0006712345,0.00003040757,0.00003829733,0.000003905456,0.0002559063,1.074514e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002093756,"about_ca_system_score_gemma":0.00005250723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003521117,"about_ca_topic_score_gemma":0.005190387,"domain_scores_codex":[0.9995078,0.000005707097,0.0002551982,0.00004058003,0.00006131318,0.0001294205],"domain_scores_gemma":[0.9997248,0.00005234918,0.000006162277,0.00007667092,0.00003757235,0.0001024177],"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":[0.000004029136,0.000002479213,0.001159544,0.00004042007,0.0001863763,0.000006895761,0.0001867155,0.9930964,0.003349332,0.0009918074,0.00001178886,0.0009642257],"study_design_scores_gemma":[0.0001832764,0.000003455726,0.003025923,0.00006940034,0.0001487911,0.000009945239,0.00001413567,0.99498,0.00146758,0.00001661663,0.00002228937,0.00005860455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774359,0.000321822,0.02171928,0.0002178616,0.0001344898,0.00003278106,0.00001050138,0.000008003014,0.0001193823],"genre_scores_gemma":[0.999817,0.00001305261,0.000123376,0.00001781366,0.00001065533,5.374906e-7,0.000003928453,0.000007517716,0.000006179816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02238106,"threshold_uncertainty_score":0.2896358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003409697821739934,"score_gpt":0.174256723588758,"score_spread":0.170847025767018,"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."}}