{"id":"W4389541024","doi":"10.17118/11143/20985","title":"Experimental investigation of turbulent flow through shroudedhydrokinetic turbines","year":2023,"lang":"en","type":"article","venue":"","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Environmental science; Marine engineering; Aerospace engineering; Flow (mathematics); Meteorology; Computer science; Mechanics; Physics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000539485,0.00008769424,0.00009507874,0.00007058324,0.00002084353,0.00001130194,0.0000818245,0.00003510549,0.0002075148],"category_scores_gemma":[0.000006437589,0.00007544625,0.00002919382,0.0003132648,0.00003231417,0.00009376792,0.00003193381,0.00004452353,0.0001488003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000323497,"about_ca_system_score_gemma":0.00001529026,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002518347,"about_ca_topic_score_gemma":0.000002171782,"domain_scores_codex":[0.9993347,0.000008343688,0.0001527618,0.00009423919,0.0002096741,0.0002002621],"domain_scores_gemma":[0.9997848,0.0000175488,0.000007711595,0.000110369,0.0000188332,0.00006074948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001593928,0.00003226245,0.001053524,0.0001849443,0.000117115,0.00003244933,0.00410148,0.4470657,0.4187276,0.001445353,0.1253928,0.001830838],"study_design_scores_gemma":[0.0002327375,0.00003672886,0.003142261,0.00002101893,0.000001570369,0.000003388325,0.000187493,0.09985519,0.893443,0.0005695312,0.002382059,0.0001250464],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893028,0.0002178259,0.00063958,0.0001662786,0.000160063,0.0000809861,0.000001657413,0.0004458492,0.008984937],"genre_scores_gemma":[0.9951832,0.00005188173,0.003940078,0.00003682714,0.00005141112,0.00003112222,0.0000370009,0.0000169818,0.0006515322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4747154,"threshold_uncertainty_score":0.3076609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0234695592790683,"score_gpt":0.2434289545638335,"score_spread":0.2199593952847652,"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."}}