{"id":"W2028378340","doi":"10.1021/la025942r","title":"Microchannel Flow with Patchwise and Periodic Surface Heterogeneity","year":2002,"lang":"en","type":"article","venue":"Langmuir","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Electrokinetic phenomena; Reynolds number; Streaming current; Microchannel; Mechanics; Flow (mathematics); Double layer (biology); Streamlines, streaklines, and pathlines; Chemistry; Physics; Materials science; Layer (electronics); Nanotechnology; 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":[0.0001565807,0.0001781651,0.0002061784,0.0001234021,0.0001346792,0.000293485,0.0002075207,0.0003672747,0.0002079993],"category_scores_gemma":[0.000388942,0.00013569,0.0002108796,0.00008762525,0.000386369,0.0002361099,0.0001638372,0.0001759682,0.0000459166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00031133,"about_ca_system_score_gemma":0.0003034816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001591802,"about_ca_topic_score_gemma":0.001061186,"domain_scores_codex":[0.9999102,0.00001482478,0.000004508979,0.00002406933,0.0000297036,0.00001664084],"domain_scores_gemma":[0.9998518,0.00005712728,0.00003016906,0.00002785526,0.00002047242,0.00001248993],"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":[0.0001058391,0.00009188086,0.00463209,0.00009375106,0.00002639648,0.0003845443,0.0001081233,0.3800451,0.5851928,0.009614542,0.0003340853,0.01937086],"study_design_scores_gemma":[0.00002176526,0.00005779507,0.002515641,0.00000274278,0.000006304108,0.0001170953,0.000008933545,0.9561113,0.03960594,0.0009983303,0.0005450449,0.000009130208],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8850064,0.0002389521,0.1128484,0.00008287915,0.00002501112,0.00003317397,0.0000567416,0.0001786686,0.001529789],"genre_scores_gemma":[0.9773859,0.0001414339,0.02173367,0.00001862025,0.000009287771,0.00002556895,0.00003273523,0.000007156856,0.0006455765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001591802,"threshold_uncertainty_score":0.003165066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007337087177829942,"score_gpt":0.1680142516266852,"score_spread":0.1606771644488553,"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."}}