{"id":"W2901652982","doi":"10.25071/10315/35215","title":"Vibration Analysis Of A Double Circular Pzt Actuator For A Valveless Micropump","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Microfluidic and Capillary Electrophoresis Applications","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Research and Development Corporation of Newfoundland and Labrador","keywords":"Micropump; Actuator; Vibration; Materials science; Acoustics; Structural engineering; Mechanical engineering; Engineering; Physics; Electrical 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":[0.0002026796,0.0001893948,0.0001847354,0.0001482737,0.0001627626,0.0002343209,0.0003078097,0.0005249347,0.0007973216],"category_scores_gemma":[0.0002809303,0.0001334792,0.0002949976,0.00008249527,0.0002379053,0.0002820889,0.0001532381,0.0001933772,0.000137069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001809196,"about_ca_system_score_gemma":0.000198592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004803989,"about_ca_topic_score_gemma":0.000315851,"domain_scores_codex":[0.9998535,0.00001300364,0.000006789412,0.0000339224,0.00008058133,0.00001214673],"domain_scores_gemma":[0.9998937,0.00004963905,0.00001733724,0.000008754811,0.00002443796,0.00000620683],"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":[0.0001446627,0.00003115504,0.00113396,0.0001800882,0.00001593298,0.0002611968,0.0001651354,0.02039165,0.9571369,0.001930866,0.0002282794,0.01838012],"study_design_scores_gemma":[0.00002809765,0.0004433137,0.006219509,0.00002156597,0.00002596681,0.0002882461,0.0001236491,0.8093039,0.1801181,0.0007071098,0.002676876,0.00004352563],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6817618,0.001120189,0.3128748,0.0002971688,0.0001225442,0.00006148856,0.00008836612,0.0002378741,0.003435726],"genre_scores_gemma":[0.9792158,0.0001500847,0.01944913,0.00001786938,0.000005972165,0.00002007637,0.00002488139,0.000008808343,0.001107405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007973216,"threshold_uncertainty_score":0.002667367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008292373163684846,"score_gpt":0.2276109212425037,"score_spread":0.2193185480788188,"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."}}