{"id":"W4412700074","doi":"10.11159/ffhmt25.146","title":"The Curious Case Of A NACA 0012 Airfoil: Are We Learning Something New?","year":2025,"lang":"en","type":"article","venue":"Proceedings of the ... International Conference on Fluid Flow, Heat and Mass Transfer","topic":"Aerospace and Aviation Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"King Abdullah University of Science and Technology","keywords":"NACA airfoil; Airfoil; Computer science; Aerospace engineering; Physics; Engineering; Mechanics","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":[0.001363836,0.0003920362,0.0006355721,0.0003464113,0.002550692,0.002387475,0.001097819,0.002710039,0.002224228],"category_scores_gemma":[0.009090323,0.0003070933,0.0003894925,0.0003236209,0.006347968,0.005505378,0.001449158,0.003647997,0.0005479974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007256828,"about_ca_system_score_gemma":0.0008999299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006115552,"about_ca_topic_score_gemma":0.006803451,"domain_scores_codex":[0.998618,0.0004019164,0.00003928964,0.0001564089,0.0006245827,0.0001597803],"domain_scores_gemma":[0.9980258,0.000814336,0.0002199629,0.0003861677,0.0003485561,0.0002052097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001206737,0.000491698,0.03884591,0.001045919,0.000245742,0.007573621,0.008800708,0.2061589,0.04170961,0.4116781,0.06226832,0.2199747],"study_design_scores_gemma":[0.0001457025,0.001387596,0.02149447,0.001051305,0.0001033365,0.007026559,0.01240683,0.33861,0.05178761,0.3587428,0.2066438,0.0005999506],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6934578,0.007069435,0.1303283,0.09997966,0.002150001,0.00007496428,0.000258934,0.0008360039,0.06584496],"genre_scores_gemma":[0.9574696,0.001601749,0.03366033,0.00228208,0.0002302185,0.00002535111,0.00006829543,0.0001390938,0.004523199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006115552,"threshold_uncertainty_score":0.01215994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0145906518066782,"score_gpt":0.2388631941498207,"score_spread":0.2242725423431425,"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."}}