{"id":"W2316344836","doi":"10.2514/6.2001-882","title":"On the judicious use of the k-epsilon model, wall functions and adaptivity","year":2001,"lang":"en","type":"article","venue":"39th Aerospace Sciences Meeting and Exhibit","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002513515,0.0015309,0.001306871,0.0005970271,0.000671161,0.002027628,0.002037154,0.001909278,0.002238618],"category_scores_gemma":[0.009623516,0.0004520637,0.0007432456,0.000595295,0.002133653,0.0042766,0.00274702,0.002987467,0.0008736044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004818056,"about_ca_system_score_gemma":0.0007762875,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001680751,"about_ca_topic_score_gemma":0.002621283,"domain_scores_codex":[0.9993106,0.0003400341,0.00004529358,0.0000682836,0.0001794078,0.00005640996],"domain_scores_gemma":[0.9978349,0.0009719347,0.0001448516,0.0006865736,0.0002593006,0.0001024157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004113033,0.0001569713,0.0009812692,0.0002707087,0.00006793097,0.0005636449,0.0002718415,0.4098323,0.02171715,0.4521202,0.006023651,0.107583],"study_design_scores_gemma":[0.00001276641,0.0000220754,0.0001542163,0.00005373101,0.00001250078,0.00007377862,0.00003363986,0.9036496,0.003496392,0.09005854,0.002399481,0.0000332882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01673223,0.0005751274,0.9723932,0.0009377548,0.0003081965,0.00003852524,0.00002961815,0.0003674977,0.008617805],"genre_scores_gemma":[0.586812,0.002491751,0.3929653,0.0008802719,0.0002784197,0.0002349274,0.0001317841,0.001692446,0.01451318],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002513515,"threshold_uncertainty_score":0.01329291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06537876224468853,"score_gpt":0.2709291516183604,"score_spread":0.2055503893736719,"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."}}