{"id":"W2033244039","doi":"10.1115/icmm2005-75234","title":"A Symmetry-Based Microfluidic Mixer for Rapid and Complete Mixing","year":2005,"lang":"en","type":"article","venue":"","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Mixing (physics); Micromixer; Micromixing; Injector; Microfabrication; Fluidics; Materials science; Mechanics; Polydimethylsiloxane; Electrokinetic phenomena; Soft lithography; Microchannel; Nanotechnology; Mechanical engineering; Physics; Fabrication; Electrical engineering; Engineering","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":[0.001266815,0.0005901555,0.0004919748,0.0006479662,0.0005753661,0.0006998382,0.0006865276,0.0005817342,0.001691014],"category_scores_gemma":[0.00075162,0.0004169631,0.0004840248,0.0003007505,0.0006645353,0.000592495,0.0007033827,0.0009353796,0.0009608027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004748101,"about_ca_system_score_gemma":0.001069694,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001464133,"about_ca_topic_score_gemma":0.0002835358,"domain_scores_codex":[0.9993555,0.00009413266,0.00006156344,0.0001422653,0.0002849935,0.00006151203],"domain_scores_gemma":[0.9996415,0.00009730386,0.00009327773,0.00006291733,0.0000545372,0.00005039183],"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":[0.0001158956,0.00007844439,0.0001666346,0.00009587863,0.000008515021,0.00005516195,0.00003467696,0.000409716,0.9588981,0.01049269,0.0006206915,0.02902363],"study_design_scores_gemma":[0.00007255505,0.0003954849,0.0004264045,0.000007997479,0.00001740982,0.0004495005,0.000005959749,0.0068993,0.9753281,0.0006780074,0.01568767,0.00003155375],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1677211,0.002941187,0.8028075,0.0008252992,0.0009691346,0.001865694,0.0005942163,0.002499767,0.01977609],"genre_scores_gemma":[0.3269933,0.0009776336,0.6645983,0.0003046868,0.0001797656,0.0006480142,0.0003218165,0.00008189492,0.005894534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001691014,"threshold_uncertainty_score":0.006699681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106387874659805,"score_gpt":0.207977212379366,"score_spread":0.1969133336327679,"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."}}