{"id":"W2146462073","doi":"10.1260/0309-524x.35.3.357","title":"Inverse Airfoil Design Method for Low-Speed Straight-Bladed Darrieus-Type VAWT Applications","year":2011,"lang":"en","type":"article","venue":"Wind Engineering","topic":"Turbomachinery Performance and Optimization","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Airfoil; Aerodynamics; Camber (aerodynamics); Chord (peer-to-peer); Boundary layer; Inverse; Mathematics; Engineering; Computer science; Aerospace engineering; Geometry","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":[0.0001570298,0.0002181551,0.0001819421,0.000149813,0.0000668292,0.00002478013,0.0001753328,0.0001239484,0.0001132235],"category_scores_gemma":[0.0000167271,0.0002314935,0.00006060705,0.0003117005,0.000009357055,0.000272859,0.00001646419,0.0001534297,0.00004345047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005220032,"about_ca_system_score_gemma":0.00002147211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004854426,"about_ca_topic_score_gemma":0.000002038877,"domain_scores_codex":[0.9991599,0.000007858223,0.0002336764,0.0001885966,0.00009067069,0.0003193509],"domain_scores_gemma":[0.9995175,0.00004467086,0.00002572931,0.000254396,0.00004900224,0.0001086979],"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":[0.00001368134,0.00001382887,0.00002211731,0.0001172354,0.00004846912,9.632352e-7,0.0004333695,0.9742078,0.02195147,0.0003106547,0.0005887272,0.002291726],"study_design_scores_gemma":[0.0003547116,0.00003566932,0.0003044436,0.00002225048,0.00003454862,0.000004926861,0.00002254051,0.9680006,0.0270873,0.00005350776,0.003788992,0.0002905355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.006943268,0.00009539152,0.9898102,0.00000621372,0.0003737948,0.0004872994,0.00001201787,0.0007146461,0.001557159],"genre_scores_gemma":[0.3918972,0.0000575044,0.607083,0.00004585395,0.0003602643,0.0001198116,0.00007483006,0.0001505851,0.0002109533],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.3849539,"threshold_uncertainty_score":0.9440032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02567463149929474,"score_gpt":0.2238814037288729,"score_spread":0.1982067722295781,"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."}}