{"id":"W4224140027","doi":"10.1063/5.0087737","title":"Hydrodynamic interaction and complex viscosity of multi-bead rods","year":2022,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen's University","keywords":"Dimensionless quantity; Rod; Viscosity; Dumbbell; Rheology; Physics; Elasticity (physics); Macromolecule; Stokes flow; Shear flow; Mechanics; Flow (mathematics); Classical mechanics; Thermodynamics; Chemistry","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":[0.0002201395,0.0003108197,0.0002824684,0.000735651,0.0003230762,0.0006960877,0.0003399526,0.0003583838,0.0006857854],"category_scores_gemma":[0.0007960997,0.0002456925,0.0001886544,0.0003381965,0.0008739491,0.0007412762,0.000463723,0.0005245191,0.000144824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005615775,"about_ca_system_score_gemma":0.0002325943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007024016,"about_ca_topic_score_gemma":0.0005719354,"domain_scores_codex":[0.9997527,0.00003964536,0.00001251185,0.00006475196,0.00007902134,0.00005131362],"domain_scores_gemma":[0.9994542,0.0001947111,0.0002137921,0.00002755913,0.00005740629,0.00005231735],"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":[0.0002374514,0.0001224217,0.004442708,0.0000917538,0.00004347796,0.0002706549,0.0003128023,0.03754387,0.924343,0.02508882,0.0002270673,0.007275933],"study_design_scores_gemma":[0.00004779387,0.0004931827,0.01825848,0.00003894978,0.00003741515,0.0003251506,0.0002492137,0.5851574,0.381692,0.01119686,0.002356149,0.0001474929],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806811,0.0007410108,0.01583293,0.000122234,0.00002924394,0.000008771109,0.00001534255,0.00006602164,0.002503312],"genre_scores_gemma":[0.9965119,0.0001217809,0.00265278,0.00001897038,0.000005783381,0.000006654872,0.00001465911,0.0000101225,0.0006573877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.000735651,"threshold_uncertainty_score":0.004074574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238016929570922,"score_gpt":0.267288607393655,"score_spread":0.2434869144365628,"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."}}