{"id":"W2147491542","doi":"10.2514/1.10456","title":"Fluid Flow Around and Heat Transfer From Elliptical Cylinders: Analytical Approach","year":2005,"lang":"en","type":"article","venue":"Journal of Thermophysics and Heat Transfer","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat transfer; Mechanics; Fluid dynamics; Flow (mathematics); Materials science; Heat transfer fluid; Thermodynamics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002320744,0.0003498229,0.0004250665,0.0006744405,0.0004502973,0.0006099868,0.0004727395,0.000447757,0.001617109],"category_scores_gemma":[0.0006902007,0.0002026371,0.0003264103,0.0003398967,0.0007031783,0.0007124364,0.000480981,0.0002723586,0.0003767677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005645526,"about_ca_system_score_gemma":0.0006324128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002619407,"about_ca_topic_score_gemma":0.001041377,"domain_scores_codex":[0.9999194,0.00001490911,0.000003411061,0.00001324096,0.00003505406,0.00001391654],"domain_scores_gemma":[0.999899,0.00003976674,0.00001316868,0.000007675741,0.00003523289,0.000005148999],"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":[0.0001282732,0.0001215479,0.001369575,0.00040058,0.0000190288,0.0005264636,0.0007225536,0.6648296,0.1026399,0.1702046,0.001905726,0.05713226],"study_design_scores_gemma":[0.000007877122,0.00002898905,0.000265866,0.00002138518,0.000004491888,0.0001059841,0.00005812506,0.9847114,0.005521404,0.006231875,0.003031516,0.00001109678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1866456,0.00483343,0.7698771,0.0003674503,0.0001545519,0.0001011216,0.0001023435,0.0004683238,0.03745008],"genre_scores_gemma":[0.938084,0.002154864,0.04643498,0.00006254231,0.000071455,0.0000908416,0.00006968642,0.00005370803,0.01297789],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002619407,"threshold_uncertainty_score":0.005409777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01287641152349089,"score_gpt":0.2116581852629434,"score_spread":0.1987817737394525,"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."}}