{"id":"W3113522838","doi":"10.24846/v29i4y202002","title":"Model-Free Control of Finger Dynamics in Prosthetic Hand Myoelectric-based Control Systems","year":2020,"lang":"en","type":"article","venue":"Studies in Informatics and Control","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Hands free; Control (management); Dynamics (music); Prosthetic hand; Physical medicine and rehabilitation; Human–computer interaction; Artificial intelligence; Medicine; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0002311672,0.0002272409,0.0007003387,0.0002130378,0.00006590987,0.00003347561,0.0001432727,0.00007257146,7.986309e-7],"category_scores_gemma":[0.0001683573,0.0002009066,0.0000646836,0.0003600081,0.0001326895,0.0001320734,0.00001675471,0.000211623,3.2951e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009789249,"about_ca_system_score_gemma":0.00002537669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001194591,"about_ca_topic_score_gemma":0.00005475233,"domain_scores_codex":[0.9985786,0.00002913156,0.0007639478,0.00009971495,0.0001908494,0.0003377642],"domain_scores_gemma":[0.9992909,0.0002413612,0.000133056,0.0001631467,0.0001158432,0.00005565104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003966937,0.00006944248,0.01270258,0.002402139,0.0007494815,0.000004814838,0.007957263,0.9633653,0.0004127311,0.004451188,0.0006328677,0.006855532],"study_design_scores_gemma":[0.00869571,0.0001684911,0.0005404248,0.0001087855,0.00004643659,7.470728e-7,0.001708991,0.9882441,0.00003641269,0.0001739615,0.00008102496,0.0001949547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3728371,0.02762616,0.5853009,0.003063737,0.0004971411,0.004639035,0.0004069751,0.0003258201,0.005303136],"genre_scores_gemma":[0.9987208,0.0004102391,0.0001196129,0.0005101215,0.00001960751,0.0001985433,0.000002498145,0.00001604622,0.000002546315],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6258836,"threshold_uncertainty_score":0.8192731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308506989932196,"score_gpt":0.2111044311279608,"score_spread":0.1980193612286388,"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."}}