{"id":"W2006400175","doi":"10.2514/2.6624","title":"Verification and Validation of Adaptive Finite Element Method for Impingement Heat Transfer","year":2001,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Laminar flow; Finite element method; Turbulence modeling; Mechanics; Heat transfer; Reynolds number; Jet (fluid); Reynolds stress; Computation; Physics; Computer science; Applied mathematics; Classical mechanics; Thermodynamics; Mathematics; Algorithm","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004115002,0.0001740039,0.0003479581,0.00009930276,0.0000504148,0.00002199559,0.00007382793,0.00007167229,0.00002315366],"category_scores_gemma":[0.000002178586,0.0001542169,0.0001306216,0.00009976141,0.00002094605,0.0001913734,0.000002511092,0.0001339126,3.866503e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003921768,"about_ca_system_score_gemma":0.0000198275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008167901,"about_ca_topic_score_gemma":0.000002594805,"domain_scores_codex":[0.9989637,0.00004530611,0.0004834945,0.0001255409,0.000198934,0.0001830474],"domain_scores_gemma":[0.9995756,0.00009920127,0.000004270257,0.0001009788,0.0001270063,0.00009300913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003372229,0.00009731963,0.00002352946,0.0002254838,0.0002835561,0.000002411776,0.002291603,0.01312354,0.95769,0.006272485,0.00001395674,0.01963888],"study_design_scores_gemma":[0.002814773,0.001230095,0.0005438295,0.0001860292,0.0003743728,0.00002202962,0.0002259326,0.05571274,0.934458,0.003267505,0.0008806384,0.0002840722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3658112,0.0002847156,0.6332985,0.0001452232,0.00008922221,0.0002505441,0.00002608344,0.000009963389,0.00008456933],"genre_scores_gemma":[0.9930437,0.001638643,0.005101208,0.00004475418,0.0001086465,0.00001812585,0.000005338539,0.00003603448,0.000003605769],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6281973,"threshold_uncertainty_score":0.6288783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02781004324546291,"score_gpt":0.2601447399284514,"score_spread":0.2323346966829885,"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."}}