{"id":"W4405245654","doi":"10.1063/5.0241608","title":"Upscaling drag reduction of rotational rheometer to linear pipe flow","year":2024,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"RES’EAU-WaterNET","keywords":"Rheometer; Drag; Reynolds number; Mechanics; Turbulence; Dimensionless quantity; Physics; Flow (mathematics); Pipe flow; Viscosity; Rheology; Thermodynamics","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":[0.002011923,0.0007768158,0.0006548192,0.001083591,0.0001995211,0.0005441261,0.0007619936,0.0003720761,0.0009494514],"category_scores_gemma":[0.003743718,0.0002562487,0.000356723,0.0006551969,0.0005537882,0.0007397135,0.000652768,0.000778479,0.0004464115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003496037,"about_ca_system_score_gemma":0.0003789641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006777786,"about_ca_topic_score_gemma":0.0005598171,"domain_scores_codex":[0.998912,0.0002280043,0.00008608629,0.000209357,0.0004875458,0.00007708876],"domain_scores_gemma":[0.998652,0.0004727938,0.000218813,0.000232635,0.0003801234,0.00004358873],"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":[0.0001951489,0.0002748442,0.00223567,0.0004200157,0.00002291694,0.00007554549,0.0001589209,0.002690661,0.9473993,0.0006854061,0.0003029527,0.04553858],"study_design_scores_gemma":[0.00003183289,0.001076416,0.005219423,0.0000335757,0.00004684064,0.0001122369,0.00005298111,0.04166197,0.9476015,0.0002215705,0.003885432,0.00005623349],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7488035,0.002272282,0.2429286,0.0001515882,0.000280217,0.0004310981,0.0003728371,0.002005018,0.002754875],"genre_scores_gemma":[0.8806781,0.001510914,0.1154858,0.0001003951,0.00005755118,0.0002359094,0.0004119115,0.0001632692,0.001356069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002011923,"threshold_uncertainty_score":0.0106402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01258473297053196,"score_gpt":0.2549733937113944,"score_spread":0.2423886607408625,"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."}}