{"id":"W2027077924","doi":"10.1007/s00348-011-1246-4","title":"Experimental investigation of a scaled-up passive micromixer with uneven interdigital inlet and teardrop obstruction elements","year":2011,"lang":"en","type":"article","venue":"Experiments in Fluids","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Micromixer; Reynolds number; Materials science; Mechanics; Mixing (physics); Inlet; Flow visualization; Vortex; Mass transfer; Flow (mathematics); Optics; Turbulence; Physics; Mechanical engineering; Microfluidics; Nanotechnology","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":[0.0006357412,0.0005674806,0.0005630232,0.0001776101,0.0004962152,0.0004443217,0.000965916,0.0008759341,0.001631473],"category_scores_gemma":[0.0008411767,0.0003379396,0.0002938652,0.0002037846,0.0005490036,0.0007860272,0.0006335371,0.0005095163,0.0003604122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004041128,"about_ca_system_score_gemma":0.0003997758,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003898208,"about_ca_topic_score_gemma":0.0004827324,"domain_scores_codex":[0.9993814,0.00005917327,0.00003361427,0.0002252718,0.0002133469,0.00008716807],"domain_scores_gemma":[0.9991148,0.0002876623,0.0001701095,0.000181896,0.0001662811,0.00007927714],"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":[0.00008826008,0.00004880855,0.0001736061,0.00004933098,0.000004470762,0.00005204629,0.00007122043,0.0002186567,0.9980788,0.00007595763,0.00004250107,0.00109621],"study_design_scores_gemma":[0.0000206348,0.0004958753,0.001006486,0.000002330329,0.00001317248,0.00007060758,0.00002950138,0.001766967,0.9959253,0.00002013731,0.0006410983,0.000007918832],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844716,0.0001837934,0.01423075,0.00007632156,0.00004411491,0.00008681768,0.00013217,0.0002635535,0.0005108864],"genre_scores_gemma":[0.9757202,0.0001233627,0.02254752,0.00003963553,0.00001751309,0.00007563445,0.0000761714,0.00004310084,0.001356795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001631473,"threshold_uncertainty_score":0.005457819,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0116697437005676,"score_gpt":0.2157180859998737,"score_spread":0.2040483422993061,"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."}}