{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009183442,0.0002209681,0.0002167149,0.0002382794,0.0001975863,0.00006612512,0.000125801,0.0000944279,0.000002836299],"category_scores_gemma":[0.00002801357,0.0002282946,0.00008021243,0.0003697941,0.000008599596,0.0001102032,0.000007189013,0.0001379994,0.000001242866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001584369,"about_ca_system_score_gemma":0.00002411409,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001728292,"about_ca_topic_score_gemma":0.000005729256,"domain_scores_codex":[0.9990827,0.00001787999,0.0002564173,0.0002603869,0.00007457799,0.000308069],"domain_scores_gemma":[0.9995734,0.0001559371,0.00004110255,0.0001367583,0.00005341206,0.00003937697],"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":[0.00007038514,0.00003601849,0.0001351932,0.0009158463,0.00005155399,0.000002708979,0.00003354692,0.5147387,0.403357,0.002663096,0.00007032687,0.07792562],"study_design_scores_gemma":[0.0006201819,0.00006318668,0.0000488078,0.000313288,0.00003688396,0.00000359897,0.00001017756,0.7386991,0.2591032,0.0002070063,0.0006985716,0.0001959765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03279238,0.0005762648,0.9640103,0.00004615844,0.000593083,0.0001639821,0.00001565433,0.0007055431,0.001096615],"genre_scores_gemma":[0.9862207,0.00002232806,0.01317406,0.00004501873,0.0001492676,0.0001064236,0.00005919098,0.00005477056,0.00016821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9534283,"threshold_uncertainty_score":0.9309583,"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."}}