{"id":"W4200633122","doi":"","title":"Energy Harvesting from vibrations: Microcantilevers, piezoelectric materials and additive fabrication","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Innovative Energy Harvesting Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Fabrication; Energy harvesting; Vibration; Piezoelectricity; Materials science; Energy exchange; Energy (signal processing); Acoustics; Optoelectronics; Composite material; Physics","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":[0.001136736,0.0003983178,0.0004172175,0.0003149064,0.0002478107,0.0007082752,0.0006602673,0.0003537161,0.000102164],"category_scores_gemma":[0.002284302,0.0004851334,0.00006589116,0.0006366664,0.0001907517,0.0002704528,0.0009392683,0.0005099124,0.000005852097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001719199,"about_ca_system_score_gemma":0.0001421639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002872257,"about_ca_topic_score_gemma":0.0009382057,"domain_scores_codex":[0.9967545,0.001434835,0.0005556796,0.0007034146,0.0002294308,0.0003221834],"domain_scores_gemma":[0.995535,0.001192671,0.0003563512,0.001193787,0.001652642,0.00006957573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000007819544,0.0002058529,0.0005633175,0.0002787437,0.0004783564,0.00002324828,0.005383334,0.0008770463,0.403254,0.06203584,0.00284906,0.5240434],"study_design_scores_gemma":[0.0002184099,2.314088e-7,0.00335177,0.00159023,0.00004670704,0.000008392178,0.0001820719,0.03201253,0.953869,0.004239825,0.003889461,0.0005913249],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4209303,0.002168293,0.5681702,0.0008857597,0.0003709801,0.0001951227,0.0002963305,0.001397125,0.005585923],"genre_scores_gemma":[0.8778116,0.001411054,0.1167903,0.00004349141,0.00004459251,0.0001357586,0.002826934,0.00007822323,0.0008580842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.550615,"threshold_uncertainty_score":0.99976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01049107543560239,"score_gpt":0.1942864114746264,"score_spread":0.183795336039024,"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."}}