{"id":"W4284963231","doi":"10.1088/1748-3190/ac7fd2","title":"Fluid dynamics, scaling laws and plesiosaur locomotion","year":2022,"lang":"en","type":"article","venue":"Bioinspiration & Biomimetics","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Tyrrell Museum; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Scaling law; Airfoil; Aspect ratio (aeronautics); Scaling; Marine engineering; Physics; Engineering; Mechanics; Mathematics; Geometry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003041179,0.0001820497,0.0001639774,0.0001984916,0.0003300904,0.00007127374,0.0001348595,0.00009405178,0.0002573747],"category_scores_gemma":[0.00001140177,0.0001947002,0.00005160853,0.0003355654,0.0000420025,0.00008903236,0.0001050027,0.0001590207,0.00003850416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001345875,"about_ca_system_score_gemma":0.00001611503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001524328,"about_ca_topic_score_gemma":0.00001332047,"domain_scores_codex":[0.9989096,0.00006385329,0.0003216356,0.0002302681,0.0002525927,0.0002220304],"domain_scores_gemma":[0.9995804,0.00002384027,0.000050898,0.0002191871,0.00003360982,0.00009208201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007526234,0.000304492,0.0007259272,0.0002997622,0.0001261467,0.00002404713,0.0008872294,0.006037456,0.6493295,0.06215123,0.00976823,0.2702707],"study_design_scores_gemma":[0.001182086,0.0003364209,0.0004460488,0.00001718248,0.00006132975,0.0000314046,0.0003290197,0.834278,0.1056653,0.002944298,0.05408355,0.0006253027],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7458586,0.002730711,0.2382712,0.002458268,0.004264475,0.001175527,0.0003476201,0.001563572,0.003329993],"genre_scores_gemma":[0.986106,0.00009288771,0.0130458,0.0001860134,0.00009906566,0.00003748752,0.0001902306,0.00004717644,0.000195311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8282406,"threshold_uncertainty_score":0.7939646,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008511833166668611,"score_gpt":0.1776098073331298,"score_spread":0.1690979741664611,"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."}}