{"id":"https://openalex.org/W2401937967","doi":"https://doi.org/10.1109/embc.2016.7591010","title":"Multistep model for predicting upper-limb 3D isometric force application from pre-movement electrocorticographic features","display_name":"Multistep model for predicting upper-limb 3D isometric force application from pre-movement electrocorticographic features","publication_year":2016,"publication_date":"2016-08-01","ids":{"openalex":"https://openalex.org/W2401937967","doi":"https://doi.org/10.1109/embc.2016.7591010","mag":"2401937967","pmid":"https://pubmed.ncbi.nlm.nih.gov/28268626"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2016.7591010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7591010","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/1605.05291","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057368155","display_name":"Jing Wu","orcid":"https://orcid.org/0000-0002-4550-4216"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jing Wu","raw_affiliation_strings":["department of Bioengineering, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Bioengineering, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061332676","display_name":"Benjamin R. Shuman","orcid":"https://orcid.org/0000-0002-6976-8021"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Benjamin R. Shuman","raw_affiliation_strings":["department of Mechanical Engineering, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Mechanical Engineering, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027826197","display_name":"Bingni W. Brunton","orcid":"https://orcid.org/0000-0002-4831-3466"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bingni W. Brunton","raw_affiliation_strings":["department of Biology, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Biology, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064970922","display_name":"Katherine M. Steele","orcid":"https://orcid.org/0000-0002-4128-9387"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Katherine M. Steele","raw_affiliation_strings":["department of Mechanical Engineering, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Mechanical Engineering, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102901423","display_name":"Jared D. Olson","orcid":"https://orcid.org/0000-0003-2981-3307"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jared D. Olson","raw_affiliation_strings":["department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Rehabilitation Medicine, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002759219","display_name":"Rajesh P. N. Rao","orcid":"https://orcid.org/0000-0003-0682-8952"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Rajesh P.N. Rao","raw_affiliation_strings":["department of Computer Science, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Computer Science, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5063843377","display_name":"Jeffrey G. Ojemann","orcid":"https://orcid.org/0000-0001-7580-8934"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeffrey G. Ojemann","raw_affiliation_strings":["department of Neurosurgery, University of Washington, Seattle, WA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"department of Neurosurgery, University of Washington, Seattle, WA, USA","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"2016","issue":null,"first_page":"1564","last_page":"1567"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10429","display_name":"EEG and Brain-Computer Interfaces","score":1.0,"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":1.0,"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/T10784","display_name":"Muscle activation and electromyography studies","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11601","display_name":"Neuroscience and Neural Engineering","score":0.9955999851226807,"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/isometric-exercise","display_name":"Isometric exercise","score":0.78013014793396},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6300914287567139},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.5825079679489136},{"id":"https://openalex.org/keywords/lasso","display_name":"Lasso (programming language)","score":0.5782714486122131},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5293684005737305},{"id":"https://openalex.org/keywords/movement","display_name":"Movement (music)","score":0.5075606107711792},{"id":"https://openalex.org/keywords/electrocorticography","display_name":"Electrocorticography","score":0.49899840354919434},{"id":"https://openalex.org/keywords/decoding-methods","display_name":"Decoding methods","score":0.43211954832077026},{"id":"https://openalex.org/keywords/linear-discriminant-analysis","display_name":"Linear discriminant analysis","score":0.41057994961738586},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39035964012145996},{"id":"https://openalex.org/keywords/electroencephalography","display_name":"Electroencephalography","score":0.34104692935943604},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.2314835488796234},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.19307857751846313}],"concepts":[{"id":"https://openalex.org/C103486182","wikidata":"https://www.wikidata.org/wiki/Q1216236","display_name":"Isometric exercise","level":2,"score":0.78013014793396},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6300914287567139},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.5825079679489136},{"id":"https://openalex.org/C37616216","wikidata":"https://www.wikidata.org/wiki/Q3218363","display_name":"Lasso (programming language)","level":2,"score":0.5782714486122131},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5293684005737305},{"id":"https://openalex.org/C2780226923","wikidata":"https://www.wikidata.org/wiki/Q929848","display_name":"Movement (music)","level":2,"score":0.5075606107711792},{"id":"https://openalex.org/C2780117969","wikidata":"https://www.wikidata.org/wiki/Q3587624","display_name":"Electrocorticography","level":3,"score":0.49899840354919434},{"id":"https://openalex.org/C57273362","wikidata":"https://www.wikidata.org/wiki/Q576722","display_name":"Decoding methods","level":2,"score":0.43211954832077026},{"id":"https://openalex.org/C69738355","wikidata":"https://www.wikidata.org/wiki/Q1228929","display_name":"Linear discriminant analysis","level":2,"score":0.41057994961738586},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39035964012145996},{"id":"https://openalex.org/C522805319","wikidata":"https://www.wikidata.org/wiki/Q179965","display_name":"Electroencephalography","level":2,"score":0.34104692935943604},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.2314835488796234},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.19307857751846313},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","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/C107038049","wikidata":"https://www.wikidata.org/wiki/Q35986","display_name":"Aesthetics","level":1,"score":0.0},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.0},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D000069280","descriptor_name":"Electrocorticography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069280","descriptor_name":"Electrocorticography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000069280","descriptor_name":"Electrocorticography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004566","descriptor_name":"Electrodes","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009044","descriptor_name":"Motor Cortex","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009068","descriptor_name":"Movement","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D034941","descriptor_name":"Upper Extremity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1109/embc.2016.7591010","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2016.7591010","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:28268626","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/28268626","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},{"id":"pmh:oai:arXiv.org:1605.05291","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1605.05291","pdf_url":"https://arxiv.org/pdf/1605.05291","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:pubmedcentral.nih.gov:8919584","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8919584","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Annu Int Conf IEEE Eng Med Biol Soc","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:1605.05291","is_oa":true,"landing_page_url":"http://arxiv.org/abs/1605.05291","pdf_url":"https://arxiv.org/pdf/1605.05291","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10","score":0.6399999856948853}],"awards":[{"id":"https://openalex.org/G3287082789","display_name":null,"funder_award_id":"U10 NS086525","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"},{"id":"https://openalex.org/G7841735308","display_name":null,"funder_award_id":"R01 NS065186","funder_id":"https://openalex.org/F4320337359","funder_display_name":"National Institute of Neurological Disorders and Stroke"},{"id":"https://openalex.org/G8781696359","display_name":null,"funder_award_id":"K12 HD001097","funder_id":"https://openalex.org/F4320337611","funder_display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development"}],"funders":[{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"},{"id":"https://openalex.org/F4320337611","display_name":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","ror":"https://ror.org/04byxyr05"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1969957364","https://openalex.org/W1971488363","https://openalex.org/W1974803102","https://openalex.org/W1989591330","https://openalex.org/W1995255811","https://openalex.org/W2004207778","https://openalex.org/W2009531868","https://openalex.org/W2013619029","https://openalex.org/W2030273126","https://openalex.org/W2047164395","https://openalex.org/W2097150846","https://openalex.org/W2102315587","https://openalex.org/W2102866568","https://openalex.org/W2106006415","https://openalex.org/W2135046866","https://openalex.org/W2138465873","https://openalex.org/W2138608253","https://openalex.org/W2141558799","https://openalex.org/W2155423555","https://openalex.org/W2949313516","https://openalex.org/W6652847295","https://openalex.org/W6674377085"],"related_works":["https://openalex.org/W2340005245","https://openalex.org/W1547508840","https://openalex.org/W2052773812","https://openalex.org/W2428872210","https://openalex.org/W2181360123","https://openalex.org/W2186758735","https://openalex.org/W3029411384","https://openalex.org/W2519119624","https://openalex.org/W2136279810","https://openalex.org/W2264056257"],"abstract_inverted_index":{"Neural":[0],"correlates":[1],"of":[2,18,30,75,89,94,133,151,155],"movement":[3,51,135],"planning":[4,48],"onset":[5,52,110],"and":[6,21,42,50,79,140],"direction":[7],"may":[8],"be":[9],"present":[10],"in":[11,14,53,60,86,111],"human":[12,62,156],"electrocorticography":[13],"the":[15,112,120,152],"signal":[16],"dynamics":[17],"both":[19],"motor":[20,157],"non-motor":[22],"cortical":[23],"regions.":[24,124],"We":[25,100],"use":[26],"a":[27,61,67],"three-stage":[28],"model":[29,35],"jPCA":[31],"reduced-rank":[32],"hidden":[33],"Markov":[34],"(jPCA-RR-HMM),":[36],"regularized":[37],"shrunken-centroid":[38],"discriminant":[39],"analysis":[40],"(RDA),":[41],"LASSO":[43],"regression":[44],"to":[45,106,129,148],"extract":[46],"direction-sensitive":[47],"information":[49,104],"an":[54,80],"upper-limb":[55],"3D":[56,92],"isometric":[57,95],"force":[58,96,109],"task":[59],"subject.":[63],"This":[64,125],"mode":[65],"achieves":[66],"relatively":[68],"high":[69],"true":[70],"positive":[71],"force-onset":[72],"prediction":[73],"rate":[74],"60%":[76],"within":[77],"250ms,":[78],"above-chance":[81],"36%":[82],"accuracy":[83],"(17%":[84],"chance)":[85],"predicting":[87],"one":[88],"six":[90],"planned":[91],"directions":[93],"using":[97],"pre-movement":[98,113],"signals.":[99],"also":[101,146],"find":[102],"direction-distinguishing":[103],"up":[105],"400ms":[107],"before":[108],"signals,":[114],"captured":[115],"by":[116],"electrodes":[117],"placed":[118],"over":[119],"limb-ipsilateral":[121],"dorsal":[122],"premotor":[123],"approach":[126],"can":[127],"contribute":[128,147],"more":[130],"accurate":[131],"decoding":[132],"higher-level":[134],"goals,":[136],"at":[137],"earlier":[138],"timescales,":[139],"inform":[141],"sensor":[142],"placement.":[143],"Our":[144],"results":[145],"further":[149],"understanding":[150],"spatiotemporal":[153],"features":[154],"planning.":[158]},"counts_by_year":[{"year":2023,"cited_by_count":2},{"year":2019,"cited_by_count":1},{"year":2018,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
