{"id":"W4387137690","doi":"10.3390/mi14101859","title":"A Novel Mechanomyography (MMG) Sensor Based on Piezo-Resistance Principle and with a Pyramidic Microarray","year":2023,"lang":"en","type":"article","venue":"Micromachines","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Piezoresistive effect; Materials science; Polydimethylsiloxane; SIGNAL (programming language); Sensitivity (control systems); Wearable computer; Carbon nanotube; Nanotechnology; Biomedical engineering; Optoelectronics; Computer science; Electronic engineering; Embedded system; Engineering","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":[0.00009629464,0.0002715837,0.0002456964,0.0002161699,0.0001159783,0.00006078959,0.0001009639,0.00006295076,0.00001069519],"category_scores_gemma":[0.00002234571,0.0002237074,0.00004226644,0.0004169703,0.00006489077,0.00006633577,0.00001959656,0.00009796772,0.000019483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001856635,"about_ca_system_score_gemma":0.000008010008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002532418,"about_ca_topic_score_gemma":0.00006218903,"domain_scores_codex":[0.999055,0.00001675311,0.0001763851,0.0002991664,0.0001130863,0.0003396394],"domain_scores_gemma":[0.9995137,0.0000796467,0.00003517586,0.0002623728,0.00002372385,0.00008532979],"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":[0.00006070412,0.00002051062,0.0004849199,0.0001624921,0.00002899424,0.00002479698,0.00007962965,0.04134398,0.9572087,0.00012322,0.0002022239,0.0002598323],"study_design_scores_gemma":[0.005814162,0.0003846231,0.03550801,0.001073965,0.0001341247,0.0001199537,0.0001477308,0.06989612,0.7713476,0.0006133179,0.1121996,0.002760714],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885269,0.0001117895,0.008888149,0.0001000801,0.000180996,0.0001496648,0.00009190127,0.001138476,0.0008120321],"genre_scores_gemma":[0.982456,0.00002686675,0.01633571,0.0001335729,0.00008318879,0.00003860633,0.00005013273,0.0001012636,0.0007747114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1858611,"threshold_uncertainty_score":0.9122521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008630634540686485,"score_gpt":0.2115109042312583,"score_spread":0.2028802696905718,"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."}}