{"id":"W4416854466","doi":"10.1139/tcsme-2025-0013","title":"Improving vertical-axis turbine efficiency with chordwise actively deforming blades","year":2025,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Airfoil; Deformation (meteorology); Turbine; Amplitude; Rotation (mathematics); Function (biology)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0001359815,0.0001555094,0.0001699848,0.00008815107,0.0002340297,0.00002705967,0.0002549174,0.0001151386,0.0000135512],"category_scores_gemma":[0.0000341527,0.0001228132,0.0002567938,0.0004994955,0.0000381769,0.00009576852,0.000007835117,0.0002782687,5.880353e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005393228,"about_ca_system_score_gemma":0.000332759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002786853,"about_ca_topic_score_gemma":0.007141476,"domain_scores_codex":[0.9990296,0.000003604246,0.0001867289,0.0001507681,0.0001551768,0.0004740756],"domain_scores_gemma":[0.9994423,0.00007460067,0.000009200777,0.0002038782,0.00005856737,0.0002114213],"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":[0.00003382511,0.00003889436,0.00001154876,0.0007654419,0.0007168419,0.000001259613,0.0003698498,0.9304895,0.04788059,0.003935349,0.0003042311,0.01545267],"study_design_scores_gemma":[0.000633098,0.0000585855,0.0001433289,0.0001633265,0.00008551076,0.000004303157,0.0001467332,0.8435087,0.1526965,0.00008876381,0.002215863,0.0002553103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05392355,0.0001641497,0.9442078,0.0003915707,0.0003516257,0.0004241086,0.00004088745,0.0002235456,0.0002727504],"genre_scores_gemma":[0.9862915,0.00001217024,0.01337602,0.00004186611,0.00001879513,0.0000896382,0.000002351036,0.00002923302,0.0001384268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9323679,"threshold_uncertainty_score":0.5008179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005554759198999348,"score_gpt":0.1889100983539178,"score_spread":0.1833553391549185,"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."}}