{"id":"W3139074588","doi":"10.3390/chemosensors9030058","title":"Advances in Electromagnetic Piezoelectric Acoustic Sensor Technology for Biosensor-Based Detection","year":2021,"lang":"en","type":"article","venue":"Chemosensors","topic":"Acoustic Wave Resonator Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Nemzeti Kutatási Fejlesztési és Innovációs Hivatal; Natural Sciences and Engineering Research Council of Canada; Yasouj University; European Commission","keywords":"Biosensor; Piezoelectricity; Materials science; Acoustics; Electromagnetic coil; Harmonics; Oscillation (cell signaling); Sensitivity (control systems); Optoelectronics; Electrical engineering; Voltage; Electronic engineering; Nanotechnology; Engineering; Physics; Chemistry","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":[0.001047083,0.000548226,0.0003788849,0.0004476381,0.0001365407,0.0005996313,0.0007535797,0.0007045547,0.001231978],"category_scores_gemma":[0.0006729346,0.0003144991,0.0002874257,0.0004075615,0.000412554,0.001046484,0.000571718,0.001126253,0.0009324169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003365274,"about_ca_system_score_gemma":0.0003140548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001399217,"about_ca_topic_score_gemma":0.0001677613,"domain_scores_codex":[0.9994259,0.000102406,0.00003652295,0.0001233062,0.0002843311,0.00002751749],"domain_scores_gemma":[0.9996456,0.0001410861,0.00004091596,0.00002887544,0.0001207054,0.00002290742],"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":[0.00003989863,0.00007600086,0.0005097915,0.0008014581,0.00002508514,0.0001395653,0.00007025003,0.0007720609,0.8554596,0.0157336,0.001044697,0.125328],"study_design_scores_gemma":[0.00002120712,0.0006340742,0.002613863,0.0001224599,0.00005964337,0.001956918,0.00006415562,0.02013405,0.7820023,0.005948342,0.1863643,0.00007862107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.08236531,0.1412276,0.7523512,0.002926429,0.001338245,0.0001557899,0.0002165194,0.000957738,0.01846116],"genre_scores_gemma":[0.329381,0.1087592,0.5452448,0.001099905,0.001059899,0.0002414172,0.0003546957,0.0001116163,0.01374748],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001231978,"threshold_uncertainty_score":0.005537629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005279943048509706,"score_gpt":0.2136146219578627,"score_spread":0.208334678909353,"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."}}