{"id":"W3204823241","doi":"10.1115/fedsm2021-65814","title":"Numerical Simulation of a Canadian Well With Several Circumferential Rows of Internal Vortex Generators","year":2021,"lang":"en","type":"article","venue":"","topic":"Geothermal Energy Systems and Applications","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vortex generator; Heat transfer; Reynolds number; Heat exchanger; Heat transfer coefficient; Mechanics; Fluent; Inlet; Environmental science; Vortex; Turbulence; Work (physics); Thermal; Meteorology; Computer simulation; Marine engineering; 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":[0.000229035,0.0006413238,0.0005668525,0.0005019196,0.001127614,0.0009358226,0.0009199239,0.001458133,0.002652454],"category_scores_gemma":[0.0005653021,0.0003274413,0.0005616436,0.0006533493,0.0009570756,0.0002942976,0.0004737384,0.0006365224,0.0001767355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001804467,"about_ca_system_score_gemma":0.002409041,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3056023,"about_ca_topic_score_gemma":0.2179528,"domain_scores_codex":[0.999855,0.00001641973,0.000005206078,0.00002086285,0.0000354146,0.00006706911],"domain_scores_gemma":[0.999702,0.0001029048,0.00003624701,0.00001400887,0.00008646552,0.00005833078],"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":[0.0001317409,0.0001110799,0.004137403,0.00004612716,0.00001589679,0.0002738594,0.0000608829,0.9887807,0.003682124,0.0007317392,0.000395008,0.001633481],"study_design_scores_gemma":[0.00003431366,0.00009402738,0.002983902,0.000009029663,0.00001086206,0.0000180676,0.0001378563,0.9946647,0.001505391,0.00009712701,0.0004285022,0.00001633589],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844242,0.0001126742,0.003799405,0.0001408888,0.00004750141,0.00004785809,0.0004823797,0.00009358228,0.01085146],"genre_scores_gemma":[0.9955484,0.00006077903,0.00197223,0.00001678615,0.000003470893,0.00002229484,0.000176529,0.000009490454,0.002190095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6943977,"threshold_uncertainty_score":0.6076471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01014530313451841,"score_gpt":0.2122105740790719,"score_spread":0.2020652709445535,"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."}}