{"id":"W4221047797","doi":"10.1016/j.enconman.2022.115533","title":"Optimum performance of a horizontal axis tidal current turbine: A numerical parametric study and experimental validation","year":2022,"lang":"en","type":"article","venue":"Energy Conversion and Management","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":44,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Airfoil; Turbine; Tip-speed ratio; Thrust; Lift (data mining); Lift coefficient; Parametric statistics; Maximum power principle; Structural engineering; Drag coefficient; Curvature; Mathematics; Mechanics; Power (physics); Materials science; Engineering; Drag; Mechanical engineering; Geometry; Physics; Computer science; Statistics; Thermodynamics","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":[0.0001170272,0.0001115581,0.0001248259,0.0002268671,0.000123128,0.00001756607,0.00008158123,0.00001178425,0.0001286522],"category_scores_gemma":[0.000001279018,0.0001109531,0.00002120582,0.000260731,0.00001979211,0.00007622381,0.0003382075,0.00007455829,0.000001617086],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008661053,"about_ca_system_score_gemma":0.000006978016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002922613,"about_ca_topic_score_gemma":3.321041e-7,"domain_scores_codex":[0.9991459,0.00003540974,0.0001479848,0.0001823342,0.0003220617,0.0001663162],"domain_scores_gemma":[0.9997714,0.00001137149,0.00002147519,0.00009821131,0.000009728854,0.00008779137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002361396,0.006597026,0.04334833,0.001764424,0.001984642,0.0003343941,0.006827319,0.1992423,0.004263104,0.005700499,0.03531589,0.6922607],"study_design_scores_gemma":[0.01404718,0.007616146,0.04623847,0.00008050182,0.0001459426,0.00004936864,0.01740324,0.559928,0.06104171,0.00003303983,0.2916963,0.001720052],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976568,0.0006854975,0.000281484,0.00001372114,0.0002595617,0.00014646,0.000002027822,0.00004598338,0.0009084878],"genre_scores_gemma":[0.9989512,0.0005651127,0.0001644,0.00001078186,0.00001393079,0.0001086807,0.00001852689,0.0000102192,0.0001571521],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6905406,"threshold_uncertainty_score":0.4524537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009147944305556092,"score_gpt":0.2217179122611802,"score_spread":0.2125699679556241,"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."}}