{"id":"W3161081179","doi":"10.1063/5.0051921","title":"Confinement and complex viscosity","year":2021,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Physics; Polystyrene; Dumbbell; Viscosity; Complex fluid; Suspension (topology); Polymer; Macromolecule; Newtonian fluid; Persistence length; Shear (geology); Shear flow; Rheology; Confined space; Intrinsic viscosity; Mechanics; Classical mechanics; Thermodynamics; Materials science; Chemistry; Composite material; Nuclear magnetic resonance","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":[0.0002378279,0.0002291593,0.0002314149,0.000530459,0.0004041188,0.0008514629,0.0002625598,0.000283302,0.001109436],"category_scores_gemma":[0.001738623,0.0001730022,0.0001311663,0.0003059679,0.001638871,0.00166702,0.0009052792,0.0005477286,0.0001048672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004964891,"about_ca_system_score_gemma":0.0002000194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000638333,"about_ca_topic_score_gemma":0.0003583285,"domain_scores_codex":[0.9997678,0.00002726995,0.000009153003,0.00007041157,0.00007094601,0.00005437473],"domain_scores_gemma":[0.9987854,0.0005263284,0.0004196704,0.00007218515,0.00009444736,0.0001019811],"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":[0.0002333413,0.0001338297,0.005639086,0.0003584366,0.00003859231,0.0006681143,0.00113102,0.007206783,0.8574747,0.101943,0.0008606229,0.02431239],"study_design_scores_gemma":[0.0001196176,0.0008526713,0.06364404,0.0002987527,0.0001137252,0.002961748,0.0010557,0.09236539,0.6662771,0.1460912,0.02590187,0.0003181289],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724087,0.006731818,0.01068847,0.0005119482,0.00003969553,0.00001475457,0.00004038461,0.00004794409,0.009516291],"genre_scores_gemma":[0.9975866,0.0009641008,0.0006743139,0.00005337124,0.00002302961,0.00001223232,0.00001723944,0.000007878004,0.0006612548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001109436,"threshold_uncertainty_score":0.003711402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01978062146273419,"score_gpt":0.2453022561896561,"score_spread":0.225521634726922,"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."}}