{"id":"W4413465854","doi":"10.1063/5.0280833","title":"Aspect ratio effects on flow past a bed-mounted emergent cylinder","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Fluid Dynamics and Turbulent Flows","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Mechanics; Flow (mathematics); Cylinder; Flow visualization; Aspect ratio (aeronautics); Aerospace engineering; Classical mechanics; Mechanical engineering","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":[0.0001644592,0.0002663323,0.0003644026,0.0004143665,0.0002622661,0.0004825681,0.0002273098,0.0001967144,0.0003993155],"category_scores_gemma":[0.0005700231,0.0001435154,0.0002223296,0.0001976151,0.0003877475,0.0002630248,0.0003257099,0.0002904531,0.00008396593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002426975,"about_ca_system_score_gemma":0.0002890627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001356233,"about_ca_topic_score_gemma":0.001267314,"domain_scores_codex":[0.9998881,0.000007703016,0.000007391109,0.00002157581,0.00003284948,0.00004237374],"domain_scores_gemma":[0.9996544,0.0000961413,0.00008835743,0.00002287427,0.00006373063,0.00007457298],"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":[0.001191,0.0002285213,0.02989301,0.0000929305,0.00002677874,0.001601721,0.0002692148,0.0379897,0.9125658,0.0006904649,0.000179247,0.01527161],"study_design_scores_gemma":[0.0001388237,0.003346022,0.2599593,0.0000367484,0.00008772343,0.0008483539,0.000930541,0.304872,0.4276727,0.0006630433,0.001302128,0.0001425777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988913,0.00004098788,0.0007851255,0.000006836527,0.000005063946,0.000003249666,0.0000245258,0.00002502549,0.0002179208],"genre_scores_gemma":[0.9993293,0.00002835634,0.0005197696,0.000004340486,0.000001981496,0.00000205301,0.00004650584,0.000004405837,0.00006327461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001356233,"threshold_uncertainty_score":0.002696693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005338608493421181,"score_gpt":0.223856918436521,"score_spread":0.2185183099430998,"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."}}