{"id":"W2172126181","doi":"10.1017/s0022112006002941","title":"Two-dimensional simulation of unsteady heat transfer from a circular cylinder in crossflow","year":2007,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Reynolds number; Mechanics; Heat transfer; Cylinder; Boundary layer; Physics; Turbulence; Geometry; Mathematics","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":[0.0006177445,0.0001175582,0.0003022536,0.0003134262,0.00001991026,0.0000162397,0.00009867647,0.0001032924,0.00009202976],"category_scores_gemma":[0.00002740048,0.0001132389,0.0001813138,0.0002941816,0.000007047648,0.0001667269,0.000007229961,0.0002032614,0.000002702167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000995017,"about_ca_system_score_gemma":0.00003470492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002588947,"about_ca_topic_score_gemma":0.00008644797,"domain_scores_codex":[0.9986091,0.00002319594,0.0007648539,0.00008439779,0.0003647071,0.000153714],"domain_scores_gemma":[0.9994932,0.0001005671,0.0000316503,0.0001210812,0.0001698245,0.00008367932],"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":[0.00004275915,0.00003529349,0.00006777258,0.000008490077,0.00006488508,0.00001680887,0.0001457453,0.7113553,0.2876546,0.0003607479,0.000005984705,0.0002415986],"study_design_scores_gemma":[0.001042959,0.00004497357,0.0003008553,0.00004671621,0.00005315856,0.000006930451,0.00005632146,0.9656332,0.03205585,0.0006207553,0.00003696084,0.0001013783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.570939,0.0003179785,0.4284562,0.00001567207,0.000195168,0.00003375068,0.000006797467,0.000007353593,0.00002799271],"genre_scores_gemma":[0.9979857,0.00003415409,0.001800215,0.00005975437,0.00008747648,2.537462e-7,0.000008857834,0.00002098539,0.000002625451],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4270467,"threshold_uncertainty_score":0.4617749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01054217467229562,"score_gpt":0.2416896348834837,"score_spread":0.2311474602111881,"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."}}