{"id":"W2064160889","doi":"10.1063/1.2204077","title":"Passive flow control in microdevices using thermally responsive polymer solutions","year":2006,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Microchannel; Mechanics; Pressure drop; Physics; Particle image velocimetry; Rheology; Open-channel flow; Flow (mathematics); Velocimetry; Scaling; Shear thinning; Microfluidics; Polymer; Pipe flow; Volumetric flow rate; Thermodynamics; Nuclear magnetic resonance; Turbulence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002762832,0.0003428723,0.0002398039,0.0002299671,0.0001568155,0.0004946325,0.0003428322,0.0002481466,0.0003252972],"category_scores_gemma":[0.0004806006,0.0002024143,0.0001480024,0.000109337,0.0004022967,0.000483973,0.0002575945,0.0004123111,0.0001075987],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002829654,"about_ca_system_score_gemma":0.0001356629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151861,"about_ca_topic_score_gemma":0.0001760094,"domain_scores_codex":[0.9998463,0.00002544151,0.0000146196,0.00004489698,0.0000446254,0.00002407497],"domain_scores_gemma":[0.9997283,0.0001136396,0.00008532757,0.00002228454,0.00002732833,0.00002316982],"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":[0.00002678722,0.00001179243,0.00004906218,0.00002800426,0.000001835749,0.00001910706,0.00001712413,0.0004656994,0.9968496,0.0002642236,0.00002041301,0.002246458],"study_design_scores_gemma":[0.000009637652,0.00005479753,0.0001539603,0.000002449334,0.000002343205,0.00002637431,0.000003950727,0.003479623,0.9957028,0.00007918819,0.0004801965,0.000004675551],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620999,0.001402666,0.03483525,0.0001003081,0.00007156348,0.00005320694,0.00006073282,0.0003763229,0.0009999805],"genre_scores_gemma":[0.970851,0.0008659766,0.02657152,0.00007968168,0.00004133966,0.00007021364,0.00004407884,0.00004446613,0.001431694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004946325,"threshold_uncertainty_score":0.002053022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008035606834772027,"score_gpt":0.2045198392655503,"score_spread":0.1964842324307783,"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."}}