{"id":"W3146605210","doi":"10.22215/etd/2015-10913","title":"Development of a Simulation and Optimization Framework for Improved Aerodynamic Performance of R/C Helicopter Rotor Blades","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Advanced Aircraft Design and Technologies","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Airfoil; Aerodynamics; Blade element theory; Blade element momentum theory; Helicopter rotor; Aeroelasticity; Rotor (electric); Chord (peer-to-peer); MATLAB; Blade (archaeology); Engineering; Aerospace engineering; Computer science; Mechanical 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":[0.0001027491,0.0001510964,0.000218053,0.00005877403,0.00004514979,0.000005862777,0.0001115188,0.0002490809,0.0000692256],"category_scores_gemma":[0.00009126798,0.0001311654,0.00002613577,0.0001053532,0.0000589773,0.0001423599,0.00003255315,0.00007390932,0.000001765999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007260815,"about_ca_system_score_gemma":0.00002570275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004488548,"about_ca_topic_score_gemma":0.00004249969,"domain_scores_codex":[0.9991975,0.000005242475,0.0003242717,0.0002203921,0.0001361046,0.0001164851],"domain_scores_gemma":[0.9994425,0.00005345019,0.0002971776,0.00013798,0.00004432246,0.00002463806],"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":[0.0005159806,0.0001018984,0.0008281771,0.0005657724,0.00004426432,6.148947e-8,0.001507567,0.7127386,0.03672745,0.0001894318,0.00001908881,0.2467617],"study_design_scores_gemma":[0.0004674917,0.0002812531,0.00390003,0.0002256009,0.00003758057,2.286509e-7,0.000752704,0.9426634,0.04830312,0.002714256,0.0002840815,0.0003702651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5942382,0.00004390177,0.4046164,0.000005434244,0.00005492736,0.0007306276,0.000006280942,0.00004427271,0.0002598768],"genre_scores_gemma":[0.5089183,0.0000176914,0.4905308,0.000003977587,0.000003550149,0.00006154377,0.0001037938,0.00001230108,0.0003479786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2463914,"threshold_uncertainty_score":0.5348772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563407501061962,"score_gpt":0.2819526585125737,"score_spread":0.2663185835019541,"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."}}