{"id":"W4378070985","doi":"10.1002/aisy.202300025","title":"Hybrid Piezoelectric–Magnetic Self‐Sensing Actuator using Novel Dual‐Alignment Magnetic/Mechanical Processing for Vibration Control of Whole‐Body Vibrations","year":2023,"lang":"en","type":"article","venue":"Advanced Intelligent Systems","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Piezoelectricity; Vibration; Crystallinity; Polyvinylidene fluoride; Actuator; Acoustics; Nanogenerator; Nanotechnology; Optoelectronics; Composite material; Polymer; Electrical engineering; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002856378,0.000354417,0.0005528945,0.000247433,0.000208481,0.0001097217,0.0001318368,0.0001058709,0.000008646484],"category_scores_gemma":[0.000177119,0.0003713624,0.0001102836,0.0004440988,0.0000327848,0.0003519221,0.00002530274,0.0001068105,0.00002199852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001961109,"about_ca_system_score_gemma":0.00004962507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001329483,"about_ca_topic_score_gemma":0.00000199535,"domain_scores_codex":[0.9976633,0.00005181074,0.0009934921,0.0003988,0.0003152508,0.0005773809],"domain_scores_gemma":[0.9988511,0.0002681577,0.0002290251,0.0003055329,0.0002155672,0.000130622],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002125222,0.00002313598,0.000001123452,0.0002782275,0.00002319592,0.000002106976,0.00008022808,0.4194242,0.5744236,0.0005270292,0.00001323707,0.005182674],"study_design_scores_gemma":[0.0005326581,0.0001903641,0.000004985666,0.0002461581,0.00006536261,0.00002951964,0.000156425,0.7066216,0.2900438,0.0002324901,0.001584415,0.0002921229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1230291,0.0005369398,0.8733466,0.00001889239,0.001157125,0.0009915321,0.00009530326,0.00076157,0.00006300236],"genre_scores_gemma":[0.9710306,0.00007386961,0.02819461,0.00002102678,0.0002743318,0.00008574353,0.00008633902,0.000125297,0.0001081773],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8480015,"threshold_uncertainty_score":0.9998738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0200786873590423,"score_gpt":0.2495576812393438,"score_spread":0.2294789938803015,"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."}}