{"id":"W4223470166","doi":"10.1103/physreve.105.045102","title":"Route to transition in propulsive performance of oscillating foil","year":2022,"lang":"en","type":"article","venue":"Physical review. E","topic":"Biomimetic flight and propulsion mechanisms","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Wake; Drag; Physics; Thrust; Reynolds number; Propulsive efficiency; Vortex; Entrainment (biomusicology); Mechanics; Oscillation (cell signaling); Strouhal number; Acoustics; Turbulence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009855124,0.0001435057,0.0001669644,0.0003148126,0.0002774587,0.0006970788,0.0003131181,0.0002954443,0.00407356],"category_scores_gemma":[0.0005832663,0.0001474533,0.0002028873,0.0001159443,0.0004132133,0.0003453516,0.0004130971,0.0004102187,0.0004454901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002252668,"about_ca_system_score_gemma":0.0003422571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000806896,"about_ca_topic_score_gemma":0.0005403784,"domain_scores_codex":[0.9999422,0.000004364623,0.000002790973,0.00001256259,0.00001791027,0.00002023008],"domain_scores_gemma":[0.9998939,0.00001932634,0.00002115091,0.00001132356,0.00002304394,0.00003132228],"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":[0.001211849,0.0002598761,0.01024669,0.0002489128,0.0000872142,0.001519546,0.0006869047,0.0818539,0.8471694,0.02863934,0.001297979,0.0267783],"study_design_scores_gemma":[0.0002493278,0.001887625,0.02575088,0.0001336308,0.00006360888,0.0005676076,0.001277626,0.6889572,0.2661356,0.009265578,0.005577381,0.0001339115],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867004,0.00009403744,0.004789408,0.00008249113,0.0000252089,0.00002309697,0.00005872805,0.0001214826,0.008105247],"genre_scores_gemma":[0.9978922,0.00003516201,0.0008701913,0.00001509586,0.000002851075,0.00001299995,0.00004681533,0.00002136495,0.00110328],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00407356,"threshold_uncertainty_score":0.01362741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009077875254461106,"score_gpt":0.2507974685582209,"score_spread":0.2417195933037598,"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."}}