{"id":"W2320813324","doi":"10.1021/ac102563g","title":"Pneumatic Flow Switching on Centrifugal Microfluidic Platforms In Motion","year":2011,"lang":"en","type":"article","venue":"Analytical Chemistry","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microfluidics; Chemistry; Flow (mathematics); Inlet; Mechanics; Volumetric flow rate; Channel (broadcasting); Flow control (data); Centrifugal force; Mechanical engineering; Nanotechnology; Electrical engineering; Materials science; Physics; Engineering; Telecommunications","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":[0.0000998812,0.0001546416,0.0001656555,0.00004160167,0.00003574505,0.00001311684,0.0001513994,0.0001249448,0.0006554875],"category_scores_gemma":[0.00002089475,0.0001477992,0.00006643636,0.0002074923,0.00002091565,0.00004900029,0.00001562818,0.000276902,0.0001386344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001197579,"about_ca_system_score_gemma":0.00001365512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001011514,"about_ca_topic_score_gemma":4.062687e-7,"domain_scores_codex":[0.9991161,0.000003881665,0.0002616659,0.0001914297,0.0001212062,0.0003057738],"domain_scores_gemma":[0.9995926,0.00002524186,0.00001693841,0.0002490257,0.00001295261,0.0001032663],"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":[0.00002468087,0.0001787425,0.001204458,0.0001971791,0.00006159431,0.00002772263,0.0002853673,0.00005733132,0.9777954,0.0009981036,0.01609521,0.003074263],"study_design_scores_gemma":[0.0003416121,0.00001599533,0.001410828,0.0000626546,0.00002987797,0.00001860078,0.00007424736,0.0237188,0.9703578,0.001606682,0.002051658,0.0003111871],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717714,0.003025452,0.005589026,0.00002237681,0.00002920185,0.00008954969,0.000005311133,0.000134589,0.01933313],"genre_scores_gemma":[0.9957905,0.003902823,0.00005128366,0.00004190484,0.0000473092,0.00001489751,0.00002832285,0.00002429629,0.00009870726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02401909,"threshold_uncertainty_score":0.7177129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01313335894626727,"score_gpt":0.1970154139779303,"score_spread":0.183882055031663,"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."}}