{"id":"W4312886409","doi":"10.1115/fedsm2022-87012","title":"Numerical Simulation of a Canadian Well With One Circumferential Row of Internal Vortex Generators","year":2022,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vortex generator; Heat transfer coefficient; Turbulence; Reynolds number; Fluent; Inlet; Heat exchanger; Heat transfer; Mechanics; Boundary layer; Vortex; Wake; Environmental science; Meteorology; Marine engineering; Computer simulation; Mechanical engineering; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002584338,0.0006367032,0.0005873159,0.0005778499,0.001190034,0.001016293,0.00103308,0.001678809,0.002904519],"category_scores_gemma":[0.0006580869,0.0003452261,0.0005640239,0.0006860544,0.001009462,0.0003130163,0.0005546419,0.0006195147,0.0002236158],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002060074,"about_ca_system_score_gemma":0.003172341,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3387275,"about_ca_topic_score_gemma":0.2285537,"domain_scores_codex":[0.9998311,0.00001862831,0.000005735566,0.00002526787,0.00004261822,0.00007662139],"domain_scores_gemma":[0.9996583,0.0001108756,0.00003831937,0.00001504384,0.0001098884,0.00006751806],"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":[0.00009966035,0.00007964772,0.003046636,0.00003398614,0.00001186861,0.0002335453,0.00004720074,0.9915432,0.002481514,0.0007494455,0.0003722847,0.001301072],"study_design_scores_gemma":[0.00003397905,0.00007213086,0.00194452,0.000008387055,0.00000913337,0.00001462125,0.00009764835,0.9961174,0.001070201,0.0001132352,0.0005032835,0.00001544017],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728339,0.0001462389,0.007733985,0.0002400489,0.00006473163,0.00008050935,0.0007724613,0.0001530389,0.01797502],"genre_scores_gemma":[0.9923652,0.00006794832,0.00372945,0.0000255914,0.000004009576,0.00003930294,0.0002676926,0.00001329682,0.003487546],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6612725,"threshold_uncertainty_score":0.6735119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006844642439834298,"score_gpt":0.1804023195224969,"score_spread":0.1735576770826626,"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."}}