{"id":"https://openalex.org/W4405491702","doi":"https://doi.org/10.1109/embc53108.2024.10781633","title":"A Three-stage Strategy Significantly Improves Hand Movement Direction Decoding of a Single Neural Unit","display_name":"A Three-stage Strategy Significantly Improves Hand Movement Direction Decoding of a Single Neural Unit","publication_year":2024,"publication_date":"2024-07-15","ids":{"openalex":"https://openalex.org/W4405491702","doi":"https://doi.org/10.1109/embc53108.2024.10781633","pmid":"https://pubmed.ncbi.nlm.nih.gov/40031494"},"language":"en","primary_location":{"id":"doi:10.1109/embc53108.2024.10781633","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781633","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5078867617","display_name":"Shanshan Yu","orcid":"https://orcid.org/0000-0002-5833-8536"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanshan Yu","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021852176","display_name":"Fengyan Liang","orcid":"https://orcid.org/0000-0002-1491-8221"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fengyan Liang","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100758230","display_name":"Yilin Zhang","orcid":"https://orcid.org/0000-0001-5350-8279"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yilin Zhang","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100630554","display_name":"Long Chen","orcid":"https://orcid.org/0000-0002-2079-3867"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Chen","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Lijun Dong","orcid":null},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lijun Dong","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013258102","display_name":"Zheshan Guo","orcid":"https://orcid.org/0000-0001-9707-4185"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheshan Guo","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001652521","display_name":"Jing Jie","orcid":"https://orcid.org/0000-0002-7437-0069"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jing Jie","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101426358","display_name":"Xiao Wang","orcid":"https://orcid.org/0000-0001-5546-5647"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Wang","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101993864","display_name":"Ming Yin","orcid":"https://orcid.org/0000-0002-7037-1048"},"institutions":[{"id":"https://openalex.org/I20942203","display_name":"Hainan University","ror":"https://ror.org/03q648j11","country_code":"CN","type":"education","lineage":["https://openalex.org/I20942203"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Yin","raw_affiliation_strings":["School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Biomedical Engineering, Hainan University,Sanya Research Institute of Hainan University, Key Laboratory of Biomedical Engineering of Hainan Province,Sanya,China","institution_ids":["https://openalex.org/I20942203"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.226583,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"2024","issue":null,"first_page":"1","last_page":"4"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":0.9993000030517578,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11707","display_name":"Gaze Tracking and Assistive Technology","score":0.994700014591217,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9944999814033508,"subfield":{"id":"https://openalex.org/subfields/2804","display_name":"Cellular and Molecular Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.7504277229309082},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6814330816268921},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.6366121172904968},{"id":"https://openalex.org/keywords/neural-decoding","display_name":"Neural decoding","score":0.5517159700393677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5201366543769836},{"id":"https://openalex.org/keywords/unit","display_name":"Unit (ring theory)","score":0.5174999237060547},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.5155827403068542},{"id":"https://openalex.org/keywords/single-stage","display_name":"Single stage","score":0.4619003236293793},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.43457871675491333},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4328065514564514},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4225097596645355},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.18606719374656677},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13157260417938232},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.12636104226112366},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.06560173630714417}],"concepts":[{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.7504277229309082},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6814330816268921},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.6366121172904968},{"id":"https://openalex.org/C40743351","wikidata":"https://www.wikidata.org/wiki/Q7002049","display_name":"Neural decoding","level":3,"score":0.5517159700393677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5201366543769836},{"id":"https://openalex.org/C122637931","wikidata":"https://www.wikidata.org/wiki/Q118084","display_name":"Unit (ring theory)","level":2,"score":0.5174999237060547},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.5155827403068542},{"id":"https://openalex.org/C3020376581","wikidata":"https://www.wikidata.org/wiki/Q16866784","display_name":"Single stage","level":2,"score":0.4619003236293793},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.43457871675491333},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4328065514564514},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4225097596645355},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.18606719374656677},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13157260417938232},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.12636104226112366},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.06560173630714417},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000200","descriptor_name":"Action Potentials","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D006225","descriptor_name":"Hand","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008253","descriptor_name":"Macaca mulatta","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":true},{"descriptor_ui":"D009474","descriptor_name":"Neurons","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D062207","descriptor_name":"Brain-Computer Interfaces","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":2,"locations":[{"id":"doi:10.1109/embc53108.2024.10781633","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc53108.2024.10781633","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 46th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:40031494","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40031494","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322866","display_name":"Natural Science Foundation of Hainan Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334111","display_name":"Innovation Fund","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1966537851","https://openalex.org/W1979073429","https://openalex.org/W1999169980","https://openalex.org/W2033144847","https://openalex.org/W2087704839","https://openalex.org/W2155781262","https://openalex.org/W2165376801","https://openalex.org/W2547253629","https://openalex.org/W2556174952","https://openalex.org/W2789267419","https://openalex.org/W2949908411","https://openalex.org/W3082499458","https://openalex.org/W3146832084","https://openalex.org/W3161143221","https://openalex.org/W3161343553","https://openalex.org/W4200416058","https://openalex.org/W4283640932","https://openalex.org/W4367318081"],"related_works":["https://openalex.org/W3067752700","https://openalex.org/W2098373948","https://openalex.org/W1534867933","https://openalex.org/W2587713090","https://openalex.org/W2963141266","https://openalex.org/W2090610152","https://openalex.org/W2896393657","https://openalex.org/W2744712844","https://openalex.org/W4310719664","https://openalex.org/W2742276804"],"abstract_inverted_index":{"Invasive":[0],"brain-computer":[1],"interfaces":[2],"(iBCI)":[3],"can":[4],"record":[5],"multiple":[6,203],"neural":[7,21,47,70,116,145,163,173,209],"signals":[8],"with":[9,24,170,207],"the":[10,17,25,32,35,56,85,99,119,127,143],"highest":[11],"temporal":[12],"and":[13,175],"spatial":[14],"resolution.":[15],"However,":[16],"number":[18,68],"of":[19,34,46,69,88,101,130,185,193,205],"available":[20],"units":[22,48,210],"decreases":[23],"increase":[26],"in":[27,62,106,211],"implantation":[28],"time,":[29],"which":[30,54,187],"affects":[31],"stability":[33],"iBCI":[36,212],"system's":[37],"control.":[38,213],"Meanwhile,":[39],"most":[40],"current":[41],"studies":[42],"utilize":[43],"a":[44,51,66,74,91,102,107,114,134,161,171,182],"population":[45],"to":[49,58,77,83,96,141,155,181,191],"decode":[50,59,98],"single":[52,75,115,162],"instruction,":[53],"limits":[55],"ability":[57],"multi-tasks":[60],"simultaneously":[61],"complex":[63],"scenarios.":[64],"Using":[65],"few":[67],"units,":[71],"possibly":[72],"even":[73],"one,":[76],"perform":[78],"single-task":[79],"decoding":[80,121,131,169,178,195],"is":[81,94,139,153,188],"expected":[82],"enable":[84],"simultaneous":[86],"control":[87],"multitasks.":[89],"Herein,":[90],"three-stage":[92],"strategy":[93],"proposed":[95,140],"accurately":[97],"direction":[100],"monkey's":[103],"hand":[104,157],"movement":[105],"Center-out":[108],"task":[109],"using":[110],"spiking":[111],"activities":[112],"from":[113,147],"unit.":[117,164],"First,":[118],"optimal":[120,144,177],"window":[122,179],"was":[123],"selected":[124],"based":[125,159],"on":[126,160],"time":[128],"course":[129],"performance.":[132],"Second,":[133],"firing":[135],"rate":[136],"variance":[137],"ratio":[138],"choose":[142],"unit":[146,174],"all":[148],"units.":[149],"Last,":[150],"hard":[151],"voting":[152],"employed":[154],"classify":[156],"movements":[158],"The":[165],"results":[166],"indicated":[167],"that":[168,192],"chosen":[172],"an":[176],"leads":[180],"classification":[183],"accuracy":[184],"82.0%,":[186],"nearly":[189],"equivalent":[190],"multi-unit":[194],"(84.41%).":[196],"This":[197],"study":[198],"provides":[199],"insights":[200],"into":[201],"controlling":[202],"degrees":[204],"freedom":[206],"fewer":[208]},"counts_by_year":[],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}
