{"id":"W1996361377","doi":"10.1115/imece2010-38380","title":"Vibration-Based Electromagnetic Energy Harvester","year":2010,"lang":"en","type":"article","venue":"","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"LIGA; Multiphysics; Magnet; Materials science; Planar; Vibration; Acoustics; Voltage; Electrical engineering; Fabrication; Physics; Engineering; Finite element method; Structural engineering; Computer science","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":[0.00004513155,0.0001149719,0.00007586854,0.0001261082,0.00003405118,0.00006855608,0.0001662287,0.0001038894,0.0002151185],"category_scores_gemma":[0.00006354177,0.0001063967,0.00001983808,0.0002811725,0.00005300653,0.0001848927,0.00001404153,0.0001910966,0.00002426705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001238214,"about_ca_system_score_gemma":0.00001644088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001647905,"about_ca_topic_score_gemma":0.0001766163,"domain_scores_codex":[0.999483,0.00000540564,0.0001242704,0.0001117854,0.00007617848,0.0001992962],"domain_scores_gemma":[0.9996195,0.0000457192,0.00001275422,0.0002587414,0.00004210761,0.00002110443],"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":[6.961253e-7,0.000008589643,0.0001534046,0.000005544293,0.000007048855,0.000002355449,0.000003159614,0.002040208,0.7436418,0.246377,0.002901263,0.004858918],"study_design_scores_gemma":[0.000142346,0.00004075486,0.002293216,0.00000347267,0.000002590312,0.000003342742,0.000003026139,0.05603595,0.9112536,0.002650264,0.02735612,0.0002152708],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.591813,0.00002315353,0.3055796,0.0005250244,0.0007117863,0.00005968994,0.000001832668,0.006284349,0.09500157],"genre_scores_gemma":[0.9520262,7.804779e-7,0.04583874,0.0002473714,0.00005369163,0.00002692755,0.000006647437,0.00002853895,0.001771115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3602132,"threshold_uncertainty_score":0.433873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004581687232532307,"score_gpt":0.178874395099208,"score_spread":0.1742927078666757,"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."}}