{"id":"W2901150433","doi":"","title":"Comparison of piezoelectric MEMS mechanical vibration energy scavengers","year":2007,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Microfabrication; Fabrication; Microelectromechanical systems; Piezoelectricity; Energy harvesting; Materials science; Vibration; Mechanical energy; Electromechanical coupling coefficient; Electronic engineering; Power (physics); Optoelectronics; Engineering; Acoustics; Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003121886,0.0003872519,0.0005718805,0.000596074,0.000132537,0.0001147789,0.001194048,0.0006356845,0.00004013127],"category_scores_gemma":[0.001507432,0.0004476892,0.0001589681,0.001036099,0.0002098151,0.0001106505,0.0007300701,0.0009100731,0.000007038527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002265338,"about_ca_system_score_gemma":0.0001170171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003325881,"about_ca_topic_score_gemma":0.0004417533,"domain_scores_codex":[0.9968308,0.0009195461,0.0008741522,0.0005186405,0.0004542881,0.0004025437],"domain_scores_gemma":[0.9953248,0.001023917,0.0004832695,0.001565974,0.001522671,0.00007937584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001351051,0.0004595808,0.0009917904,0.0003827451,0.0002533464,0.000004360704,0.001932709,0.01301881,0.06967192,0.6562591,0.002007841,0.2550043],"study_design_scores_gemma":[0.000194623,6.771094e-7,0.0005378234,0.0006343468,0.00002924395,0.000002647398,0.00006890552,0.218923,0.7685087,0.008046367,0.002645565,0.0004081311],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08071198,0.001157321,0.8907825,0.0006011518,0.0003630969,0.0001738547,0.000017953,0.001344257,0.02484794],"genre_scores_gemma":[0.9242569,0.0002712164,0.07455482,0.00001783234,0.00002272547,0.0000426513,0.0002886729,0.00007427235,0.0004708686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.843545,"threshold_uncertainty_score":0.9997975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02041345692989258,"score_gpt":0.247273363114587,"score_spread":0.2268599061846944,"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."}}