{"id":"W2013786640","doi":"10.1115/imece2002-33602","title":"Simulation of MEMS Piezoelectric Micropump for Biomedical Applications","year":2002,"lang":"en","type":"article","venue":"Advances in Bioengineering","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Micropump; Finite element method; Microelectromechanical systems; Diaphragm (acoustics); Piezoelectricity; Mechanical engineering; Voltage; Microfluidics; Hinge; Engineering; Electronic engineering; Computer science; Acoustics; Materials science; Structural engineering; Electrical engineering; 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":[0.0002470472,0.0004092572,0.0003287168,0.0002489585,0.0003588517,0.0004337301,0.0005444976,0.001148144,0.003208861],"category_scores_gemma":[0.0007798386,0.0002557608,0.0004252023,0.0001521096,0.000278119,0.0002895601,0.0003239021,0.0003473308,0.0003554069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003891146,"about_ca_system_score_gemma":0.0007441049,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633735,"about_ca_topic_score_gemma":0.001912396,"domain_scores_codex":[0.9999214,0.0000202486,0.00000441609,0.000009985256,0.00003229687,0.00001160581],"domain_scores_gemma":[0.999762,0.0001612958,0.00001559805,0.00001251075,0.00003379369,0.00001474017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000321371,0.00002546646,0.000417378,0.00005013308,0.0000089361,0.00009143073,0.00004283989,0.9865753,0.006026065,0.003075116,0.0003452681,0.003309956],"study_design_scores_gemma":[0.000007095504,0.00001104659,0.00006389225,0.000002857519,0.000001590524,0.00001161625,0.000006506458,0.9978694,0.0008835999,0.0004563603,0.0006839786,0.0000019973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3291747,0.000668323,0.6388528,0.001068989,0.0002504759,0.0002928508,0.0008885977,0.001362685,0.02744056],"genre_scores_gemma":[0.8109243,0.0005161731,0.1779824,0.0001811249,0.00004129325,0.0006089572,0.000509341,0.0001843865,0.00905198],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003208861,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007665326965302737,"score_gpt":0.2314978217385753,"score_spread":0.2238324947732726,"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."}}