{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029469,0.00006698527,0.000156606,0.000006192933,0.00003536102,0.000002939031,0.00004228175,0.00002482783,0.00004941618],"category_scores_gemma":[0.00001991229,0.00006848381,0.00003294861,0.00005192281,0.00008133536,0.00002288602,0.0001029471,0.00005947147,0.000004714298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006396757,"about_ca_system_score_gemma":0.000008238469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009609605,"about_ca_topic_score_gemma":0.000002133972,"domain_scores_codex":[0.9996253,0.000007341954,0.0001040954,0.0001070985,0.00006049971,0.00009562852],"domain_scores_gemma":[0.9997389,0.00004640477,0.00001458724,0.0001150752,0.00006136005,0.0000237108],"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":[0.000004954564,0.00005284672,0.001940666,0.00004824761,0.00007551737,0.00000262,0.0001657458,0.0001297771,0.7592656,0.2368965,0.0003153941,0.001102129],"study_design_scores_gemma":[0.001140567,0.00006128839,0.019556,0.00004808521,0.00008797018,0.000007727697,0.0001467767,0.7409741,0.2284177,0.007934743,0.001275014,0.0003499613],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4926897,0.001243258,0.4913516,0.0004977483,0.0001660206,0.00007087621,0.00002749905,0.00006273235,0.01389059],"genre_scores_gemma":[0.9949919,0.0001049725,0.004121629,0.00007796318,0.00004725284,0.00000285519,0.00001750229,0.000006172186,0.0006297738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7408444,"threshold_uncertainty_score":0.2792689,"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."}}