{"id":"W4411573181","doi":"10.1007/978-3-031-95489-4_15","title":"Experimental Study of Bat-Inspired Robot Aerodynamics Using Wind Tunnel Test","year":2025,"lang":"en","type":"book-chapter","venue":"Mechanisms and machine science","topic":"Aerospace Engineering and Energy Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Aerodynamics; Wind tunnel; Aerospace engineering; Marine engineering; Robot; Engineering; Computer science; Aeronautics; Simulation; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002561065,0.0003800985,0.0004688443,0.0002769622,0.0001666504,0.00005716891,0.0003166458,0.0001310698,0.00001538987],"category_scores_gemma":[0.00001554152,0.000369543,0.00005288603,0.000136058,0.0001005337,0.0001159918,0.0001834475,0.000220997,0.000001422943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239939,"about_ca_system_score_gemma":0.00004890035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001874477,"about_ca_topic_score_gemma":0.00006514211,"domain_scores_codex":[0.998574,0.000004462208,0.0003260952,0.0004250492,0.0003833346,0.0002870536],"domain_scores_gemma":[0.9993533,0.00002748383,0.0000780503,0.0003753357,0.00004610719,0.0001196444],"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":[0.00000610794,0.0001583984,0.00001985007,0.0002350402,0.00008345253,0.00002525146,0.0008687659,0.5734319,0.3834651,0.04075026,0.00002830086,0.0009274972],"study_design_scores_gemma":[0.0007750239,0.000748754,0.00009266831,0.0005226361,0.00009602447,0.00003094483,0.0005221936,0.9868072,0.008769722,0.0003795961,0.0003424904,0.0009127498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.328154,0.008786688,0.3476432,0.00003391032,0.01391629,0.003555123,0.0004479405,0.002339252,0.2951236],"genre_scores_gemma":[0.9807377,0.00002592552,0.003899057,0.000007290694,0.00003812912,0.000004714307,0.000005151691,0.00005683301,0.01522523],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6525837,"threshold_uncertainty_score":0.9998757,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01299406442947857,"score_gpt":0.2138811147218571,"score_spread":0.2008870502923785,"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."}}