{"id":"W2325227525","doi":"10.2514/6.2006-2994","title":"A Numerical Exploration of Parameter Dependence in Power Optimal Flapping Flight","year":2006,"lang":"en","type":"article","venue":"24th AIAA Applied Aerodynamics Conference","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; National Science Foundation","keywords":"Flapping; Aerospace engineering; Solver; Parametric statistics; Kinematics; Harmonics; Aerodynamics; Computer science; Wake; Wing; Physics; Engineering; Classical mechanics; Mathematics; Electrical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004694963,0.0003047028,0.0003060041,0.0003493091,0.0004038231,0.0004868196,0.0002810851,0.0004976148,0.0009807635],"category_scores_gemma":[0.002493312,0.0002272469,0.0002260211,0.0002318141,0.0005663154,0.000441119,0.0003275615,0.0004262642,0.00009059189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857696,"about_ca_system_score_gemma":0.0003771456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001360276,"about_ca_topic_score_gemma":0.001206346,"domain_scores_codex":[0.9998893,0.00004096889,0.000003250277,0.000008809488,0.00004161485,0.00001613104],"domain_scores_gemma":[0.9992551,0.0005943481,0.00005596723,0.0000376175,0.00004269578,0.00001422006],"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":[0.00003282053,0.000024285,0.0008434991,0.00002792373,0.000004807497,0.00009008193,0.00003888089,0.9800607,0.004854551,0.007163674,0.000129597,0.006729154],"study_design_scores_gemma":[0.00000400525,0.00002378049,0.0002063503,0.000004920593,0.00000158762,0.00001926679,0.00001127414,0.9967996,0.0008763265,0.001756801,0.0002923359,0.000003727935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6104478,0.0005455094,0.3623434,0.0004412366,0.00002556417,0.00006516147,0.00006977443,0.0002288041,0.02583276],"genre_scores_gemma":[0.9798507,0.00009896474,0.01938732,0.00002418583,0.000003756168,0.0000312173,0.00001691573,0.00002589557,0.0005610288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001360276,"threshold_uncertainty_score":0.003280997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01232019079667327,"score_gpt":0.2014808768955323,"score_spread":0.1891606860988591,"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."}}