{"id":"W2055475283","doi":"10.1016/j.compstruc.2007.02.007","title":"Design and testing of a biomimetic tuna using shape memory alloy induced propulsion","year":2007,"lang":"en","type":"article","venue":"Computers & Structures","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Propulsion; Propeller; Tuna; Underwater; Marine engineering; Engineering; Biomimetics; Fish <Actinopterygii>; Mechanism (biology); Automotive engineering; Computer science; Aerospace engineering; Artificial intelligence; Fishery","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":[0.0002894607,0.0002105145,0.0002494936,0.0002135933,0.00007917877,0.00003186309,0.0001613124,0.000139301,0.00001813202],"category_scores_gemma":[0.00002458563,0.0001802647,0.0000346798,0.0002819109,0.0000500889,0.0000660491,0.00007771097,0.0001427517,0.000001020693],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002728611,"about_ca_system_score_gemma":0.00001505749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001986231,"about_ca_topic_score_gemma":5.358073e-7,"domain_scores_codex":[0.9989807,0.000038134,0.0003181933,0.0002156032,0.0001701234,0.0002772313],"domain_scores_gemma":[0.9994418,0.0001566253,0.00007191254,0.0001774722,0.00004878945,0.0001033693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001814302,0.000004618106,0.00004762098,0.0001002552,0.00002326261,0.00001061105,0.0002612746,0.002868545,0.8323491,0.00005449868,0.0000361966,0.1642258],"study_design_scores_gemma":[0.000354222,0.0001095461,0.001877868,0.00008723397,0.00002853065,0.00005403358,0.00003019424,0.4155769,0.5800999,0.001541389,0.0000154417,0.0002247202],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8625947,0.0003373351,0.1359883,0.000008090946,0.0006341169,0.0002549414,9.35498e-7,0.0001390837,0.0000424046],"genre_scores_gemma":[0.686081,0.000002816672,0.3138052,0.00002214086,0.00006171324,7.62537e-7,0.000001186834,0.00002384662,0.000001398707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4127084,"threshold_uncertainty_score":0.735098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04137221738918206,"score_gpt":0.2440857431864845,"score_spread":0.2027135257973024,"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."}}