{"id":"W4414016589","doi":"10.1063/5.0285479","title":"Numerical study of bed proximity effects on the wake characteristics of a circular cylinder","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Vibration Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Wake; Mechanics; Cylinder; Classical mechanics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001967309,0.000291549,0.0004120445,0.0004747975,0.0006012059,0.0004947968,0.0004635314,0.0006639716,0.0007265955],"category_scores_gemma":[0.0009110486,0.000207074,0.0003192182,0.0003009562,0.0006062952,0.0003263362,0.0005378887,0.000287096,0.00007900797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004531308,"about_ca_system_score_gemma":0.0005961211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01047337,"about_ca_topic_score_gemma":0.005791377,"domain_scores_codex":[0.9999063,0.00001443214,0.000004930472,0.00001450532,0.00002451247,0.00003532136],"domain_scores_gemma":[0.9995777,0.0002090652,0.00006811132,0.00002557451,0.00005395809,0.00006546556],"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":[0.0003134375,0.0001685626,0.01336829,0.00009160806,0.00003533969,0.0009967603,0.0001760483,0.9530804,0.02617753,0.001236712,0.0002344444,0.004120858],"study_design_scores_gemma":[0.00002024906,0.0001025693,0.004776309,0.000004177824,0.000008105308,0.00003972279,0.0000607402,0.9934143,0.001368581,0.00009507987,0.0001006596,0.000009594836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963683,0.00006052506,0.002121598,0.00003004552,0.000008570178,0.000009687723,0.00003694136,0.00003489568,0.001329415],"genre_scores_gemma":[0.9989582,0.00001570218,0.000773305,0.000005139824,0.000001915894,0.000005037379,0.00002661992,0.000004211754,0.0002097749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047337,"threshold_uncertainty_score":0.02082479,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008579109518982716,"score_gpt":0.2280844203039225,"score_spread":0.2195053107849398,"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."}}