{"id":"W4389584904","doi":"10.17118/11143/21028","title":"An enhanced simplified modeling approach for axial-flow and cross-flowhydrokinetic turbine arrays","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":"Université Laval","funders":"","keywords":"Flow (mathematics); Turbine; Mechanics; Computer science; Marine engineering; Materials science; Aerospace engineering; Physics; Engineering","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":[0.0002095147,0.0001577876,0.0001660305,0.0001241422,0.0001022314,0.0001090038,0.0001268204,0.0000810355,0.00002707097],"category_scores_gemma":[0.00002662652,0.0001409161,0.0000349386,0.0002275148,0.00002180325,0.0001389631,0.00003210963,0.00009173187,0.00001475157],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002640711,"about_ca_system_score_gemma":0.00001980941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001155263,"about_ca_topic_score_gemma":0.000005993199,"domain_scores_codex":[0.998875,0.000008122165,0.0001907067,0.0002690931,0.0001657896,0.0004912718],"domain_scores_gemma":[0.99951,0.00003380498,0.000006699429,0.0002002596,0.00004596208,0.0002032227],"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":[0.00002222683,0.00001168211,0.00001793491,0.00008566296,0.00002353124,0.000001038665,0.0001653019,0.9696229,0.02421649,0.00009236648,0.0003627869,0.005378071],"study_design_scores_gemma":[0.0005599892,0.00004275198,0.0001421379,0.000005281741,0.000002787589,0.000001362558,0.00005903666,0.9830275,0.01519617,0.00056444,0.0001985336,0.000200016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3851867,0.00003105546,0.6097875,0.00001657835,0.00007340599,0.0001790198,0.000007461807,0.0005583278,0.004159922],"genre_scores_gemma":[0.9599873,0.0000566677,0.03872857,0.00002621316,0.0001456983,0.0001707419,0.0001742791,0.00004571436,0.000664782],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5748006,"threshold_uncertainty_score":0.5746392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02418747916281653,"score_gpt":0.2708025457228007,"score_spread":0.2466150665599841,"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."}}