{"id":"W4317584219","doi":"10.2514/6.2023-1228","title":"Validation and Verification of reactingPimpleCentralFOAM for Ejector Ramjet Applications","year":2023,"lang":"en","type":"article","venue":"AIAA SCITECH 2023 Forum","topic":"Combustion and flame dynamics","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Laminar flow; Mechanics; Computational fluid dynamics; Turbulence; Combustion; Combustor; Flame speed; Ramjet; Laminar flame speed; Jet (fluid); Mixing (physics); Aerospace engineering; Materials science; Simulation; Premixed flame; Chemistry; Computer science; Physics; Engineering","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":[0.000137383,0.00007035786,0.00008733706,0.0001327434,0.00006351628,0.00001918536,0.00007073802,0.0000567381,0.00001182724],"category_scores_gemma":[0.00003790623,0.00008036094,0.00003243446,0.000474581,0.00002074329,0.00008356655,0.00001831472,0.00005215872,0.00002464172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002724881,"about_ca_system_score_gemma":0.000009182445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005553946,"about_ca_topic_score_gemma":0.00000839377,"domain_scores_codex":[0.9994601,0.000004932352,0.000169565,0.0001210114,0.00007565277,0.0001687405],"domain_scores_gemma":[0.9996325,0.00007686303,0.00003676998,0.0001678313,0.0000495945,0.00003637667],"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":[0.00004049151,0.00006937314,0.004697928,0.0008758698,0.0001201644,4.137608e-7,0.0004974115,0.01734004,0.6405836,0.05078023,0.04140541,0.2435891],"study_design_scores_gemma":[0.0009771663,0.00008362309,0.01267301,0.00005510452,0.00005865649,0.000004672656,0.0008496959,0.7326087,0.07612619,0.009454668,0.1666322,0.0004763121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5964765,0.0001659967,0.3955363,0.001454354,0.0006901459,0.002053064,0.0004586404,0.001704023,0.001461024],"genre_scores_gemma":[0.9971866,0.0001789268,0.001589766,0.00001554873,0.00003851928,0.000239827,0.0004171804,0.00002611347,0.0003075242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7152687,"threshold_uncertainty_score":0.3277024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01207523501029849,"score_gpt":0.2440333697486899,"score_spread":0.2319581347383914,"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."}}