{"id":"W2052255944","doi":"10.1115/1.1889466","title":"Wind Turbine Performance Predictions Using a Differential Actuator-Lifting Disk Model","year":2005,"lang":"en","type":"article","venue":"Journal of Solar Energy Engineering","topic":"Wind Energy Research and Development","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Turbine; Actuator; Mechanics; Control theory (sociology); Vorticity; Classification of discontinuities; Vortex; Aerodynamics; Wind power; Physics; Engineering; Mathematics; Aerospace engineering; Computer science; Mathematical analysis; Electrical 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":[0.0001523787,0.0002203772,0.0002636665,0.0003260331,0.00009315399,0.00006151895,0.0002056243,0.00009590693,0.00002852567],"category_scores_gemma":[0.00002770411,0.000204259,0.0001181988,0.0002064955,0.00001300812,0.0005882984,0.00004873089,0.000397017,0.00000203839],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002769297,"about_ca_system_score_gemma":0.00007691844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003288445,"about_ca_topic_score_gemma":0.000001913407,"domain_scores_codex":[0.9985589,0.000007886053,0.0004836345,0.0001053031,0.0003985685,0.0004456659],"domain_scores_gemma":[0.9994233,0.00002461734,0.00006981515,0.0001323306,0.00008861623,0.0002612958],"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":[0.00001073175,0.00002084426,0.00009654471,0.0000314504,0.0001259783,0.00000838081,0.0001151011,0.9625899,0.03228791,0.00004337699,0.00009722381,0.004572602],"study_design_scores_gemma":[0.0004040968,0.00003103411,0.0005332687,0.0001295213,0.00002487525,0.0001200862,0.00001234738,0.9791161,0.0165831,0.000005223286,0.002836471,0.0002039123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6771927,0.0003153688,0.3219094,0.00001758421,0.0002998298,0.00001600135,0.000002456251,0.00007993953,0.000166658],"genre_scores_gemma":[0.9759824,0.0003586865,0.02253834,0.00001013669,0.0009792283,0.000001877905,0.000002994625,0.00005943815,0.00006685171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2993711,"threshold_uncertainty_score":0.8329439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01008559665569955,"score_gpt":0.1973780925997805,"score_spread":0.187292495944081,"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."}}