{"id":"W2807258275","doi":"10.1038/s41598-018-26810-w","title":"Audible Feedback Improves Internal Model Strength and Performance of Myoelectric Prosthesis Control","year":2018,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Internal model; Computer science; Term (time); Control (management); Audio feedback; Task (project management); Feedback control; Target acquisition; Controller (irrigation); Control theory (sociology); Artificial intelligence; Control engineering; 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":[0.0002653411,0.00009952253,0.0001453603,0.0001935788,0.0001336496,0.00005812489,0.00005705772,0.00002933699,0.0000124444],"category_scores_gemma":[0.00002870457,0.0000865014,0.00003777304,0.0003825565,0.0001916946,0.0001695184,0.00001666938,0.00006057991,8.284009e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001767348,"about_ca_system_score_gemma":0.00002672398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005242114,"about_ca_topic_score_gemma":0.000005671071,"domain_scores_codex":[0.9991088,0.000005723513,0.000261226,0.0002331423,0.0001782833,0.0002128521],"domain_scores_gemma":[0.999493,0.00001270008,0.00009078107,0.000231295,0.0001271263,0.00004510005],"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":[0.00007178078,0.00009894856,0.04105323,0.0003084907,0.000250335,0.000006578534,0.001292782,0.001085681,0.7146841,0.00009249413,0.0187997,0.2222558],"study_design_scores_gemma":[0.0003708296,0.000275326,0.05698243,0.00006769031,0.00003970001,0.00004453273,0.00005070588,0.4606515,0.4784478,0.0009107903,0.001860357,0.0002983857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954747,0.0001970409,0.0008738365,0.00001699328,0.0005885032,0.0001367547,0.000001043,0.00008041413,0.002630736],"genre_scores_gemma":[0.9990402,0.0000331999,0.0003578285,0.000008254809,0.00003353316,0.00001382456,0.000001455575,0.00001032396,0.000501363],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4595658,"threshold_uncertainty_score":0.3527425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006083833591201502,"score_gpt":0.1941440516665559,"score_spread":0.1880602180753544,"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."}}