{"id":"W2108404002","doi":"10.1109/sensor.2009.5285866","title":"A thermally actuated microfluidic relay valve","year":2009,"lang":"en","type":"article","venue":"TRANSDUCERS 2009 - 2009 International Solid-State Sensors, Actuators and Microsystems Conference","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Polydimethylsiloxane; Microfluidics; Relay; Flow control (data); Materials science; Leakage (economics); Flow (mathematics); Channel (broadcasting); Control valves; Lab-on-a-chip; Valve actuator; Nanotechnology; Computer science; Electrical engineering; Mechanical engineering; Actuator; Engineering; Mechanics; Telecommunications","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":[0.0003496722,0.000628808,0.000388906,0.0003625083,0.0002389731,0.0006076113,0.001327994,0.000850864,0.002301047],"category_scores_gemma":[0.0004735583,0.0003400388,0.0004350075,0.0001000374,0.0003607676,0.0009099793,0.0005269867,0.0006227556,0.00118027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000284776,"about_ca_system_score_gemma":0.0003154841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001207434,"about_ca_topic_score_gemma":0.00008509425,"domain_scores_codex":[0.9996389,0.00003370984,0.00002748467,0.0001394175,0.0001193038,0.00004110624],"domain_scores_gemma":[0.9997748,0.00005566048,0.00005757693,0.00004091165,0.00003463402,0.00003644759],"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":[0.00008513574,0.00002101273,0.00008115857,0.0000913645,0.000007192462,0.0002331061,0.00003936676,0.0005603152,0.9844204,0.002066286,0.00039429,0.01200055],"study_design_scores_gemma":[0.00003298802,0.0003931993,0.0003337747,0.0000129236,0.00002319073,0.0008410747,0.00000944556,0.006078263,0.9703178,0.000251223,0.02166035,0.00004583255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4863315,0.007903351,0.4759162,0.001025163,0.002676696,0.0004547932,0.0006768009,0.008564182,0.0164512],"genre_scores_gemma":[0.8400204,0.002280285,0.1390992,0.0003413642,0.0003598407,0.000161876,0.0002590353,0.0001765615,0.01730144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002301047,"threshold_uncertainty_score":0.007697761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008177776152013271,"score_gpt":0.2233606914692355,"score_spread":0.2151829153172222,"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."}}