{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003298526,0.0005595088,0.0006094179,0.0004702785,0.000318611,0.001459757,0.0005638819,0.001814311,0.006703082],"category_scores_gemma":[0.0003820294,0.0003639581,0.0003227905,0.0007440867,0.0008276985,0.001309871,0.0006880646,0.001090386,0.001651432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004342984,"about_ca_system_score_gemma":0.0002258412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000146717,"about_ca_topic_score_gemma":0.0002747235,"domain_scores_codex":[0.9996839,0.00003026429,0.000009270791,0.0000832644,0.0001658387,0.00002748655],"domain_scores_gemma":[0.9998438,0.00009487242,0.00001138563,0.00001687391,0.00002115145,0.00001187617],"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":[0.0002345698,0.0002307156,0.0004128182,0.002563011,0.00006138734,0.0003458039,0.0002569542,0.005205362,0.6460866,0.0561254,0.01481506,0.2736622],"study_design_scores_gemma":[0.00007996608,0.0005324301,0.005260686,0.0004246499,0.00009529283,0.002547151,0.0004312026,0.03965329,0.5603634,0.116938,0.2735564,0.0001175074],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1573467,0.3857905,0.2916561,0.01281595,0.005183304,0.0001808554,0.0003950612,0.001697422,0.1449341],"genre_scores_gemma":[0.5334334,0.1874002,0.112322,0.001765502,0.004229704,0.0002349428,0.0004331582,0.0002774969,0.1599035],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006703082,"threshold_uncertainty_score":0.02242404,"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."}}