{"id":"W4410587905","doi":"10.3390/mi16060602","title":"Energy Harvesting Microelectromechanical System for Condition Monitoring Based on Piezoelectric Transducer Ring","year":2025,"lang":"en","type":"article","venue":"Micromachines","topic":"Advanced machining processes and optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"National Natural Science Foundation of China","keywords":"Energy harvesting; Microelectromechanical systems; Bearing (navigation); Transducer; Reliability (semiconductor); Piezoelectricity; Power (physics); Condition monitoring; Energy (signal processing); Vibration; Engineering; Electrical engineering; Automotive engineering; Electronic engineering; Acoustics; Computer science; Materials science; Optoelectronics","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":[0.0001497052,0.000208483,0.0002512965,0.0001753918,0.0001135949,0.0001433368,0.0005115767,0.0002652561,0.001419371],"category_scores_gemma":[0.0002227686,0.0001071787,0.0001425843,0.0001947628,0.000119414,0.0004141846,0.000240886,0.0001610426,0.0003710795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001259742,"about_ca_system_score_gemma":0.0001029515,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001179426,"about_ca_topic_score_gemma":0.0002715546,"domain_scores_codex":[0.9998351,0.00001633846,0.00001033606,0.00005170875,0.0000743319,0.00001208647],"domain_scores_gemma":[0.9998947,0.00002704566,0.00002707062,0.00001465191,0.00003001312,0.000006409497],"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":[0.00006955381,0.00003116402,0.0006417792,0.0001121595,0.0000120806,0.0001183673,0.00004694345,0.0007537329,0.9573023,0.0006678806,0.000824172,0.03941996],"study_design_scores_gemma":[0.00005976881,0.0008051849,0.004723292,0.00002527009,0.00005271587,0.0008311332,0.00005817967,0.08027098,0.8998345,0.00055245,0.01274027,0.00004642174],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6140044,0.004364602,0.3670536,0.0007996007,0.0006123973,0.0002354321,0.0004588659,0.002305412,0.01016567],"genre_scores_gemma":[0.9338089,0.0006442807,0.06061882,0.0001863923,0.0000817342,0.00008146813,0.00008765163,0.00002047811,0.004470367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001419371,"threshold_uncertainty_score":0.004748225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005413119192610396,"score_gpt":0.2338993224047029,"score_spread":0.2284862032120925,"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."}}