{"id":"https://openalex.org/W2081655064","doi":"https://doi.org/10.1109/embc.2013.6610865","title":"Automatic recognition of Parkinson's disease using surface electromyography during standardized gait tests","display_name":"Automatic recognition of Parkinson's disease using surface electromyography during standardized gait tests","publication_year":2013,"publication_date":"2013-07-01","ids":{"openalex":"https://openalex.org/W2081655064","doi":"https://doi.org/10.1109/embc.2013.6610865","mag":"2081655064","pmid":"https://pubmed.ncbi.nlm.nih.gov/24111052"},"language":"en","primary_location":{"id":"doi:10.1109/embc.2013.6610865","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2013.6610865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 35th 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/A5033324625","display_name":"Patrick Kugler","orcid":"https://orcid.org/0000-0002-1197-7621"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Patrick Kugler","raw_affiliation_strings":["Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011804773","display_name":"Christian Jaremenko","orcid":null},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Jaremenko","raw_affiliation_strings":["Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017206227","display_name":"Johannes C. M. Schlachetzki","orcid":"https://orcid.org/0000-0002-7801-9743"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes Schlachetzki","raw_affiliation_strings":["Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026639768","display_name":"J\u00fcrgen Winkler","orcid":"https://orcid.org/0000-0003-0630-9204"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Juergen Winkler","raw_affiliation_strings":["Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066832631","display_name":"Jochen Klucken","orcid":"https://orcid.org/0000-0001-6645-9437"},"institutions":[{"id":"https://openalex.org/I4210088053","display_name":"Universit\u00e4tsklinikum Erlangen","ror":"https://ror.org/0030f2a11","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210088053"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Jochen Klucken","raw_affiliation_strings":["Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Molecular Neurology, University Hospital Erlangen, Erlangen, Germany","institution_ids":["https://openalex.org/I4210088053"]},{"raw_affiliation_string":"Dept. of Mol. Neurology, Univ. Hosp. Erlangen, Erlangen, Germany","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5014144494","display_name":"Bjoern M. Eskofier","orcid":"https://orcid.org/0000-0002-0417-0336"},"institutions":[{"id":"https://openalex.org/I181369854","display_name":"Friedrich-Alexander-Universit\u00e4t Erlangen-N\u00fcrnberg","ror":"https://ror.org/00f7hpc57","country_code":"DE","type":"education","lineage":["https://openalex.org/I181369854"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Bjoern Eskofier","raw_affiliation_strings":["Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Sports Group, Pattern Recognition Laboratory, Computer Science Department, Friedrich-Alexander University of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]},{"raw_affiliation_string":"Comput. Sci. Dept., Friedrich-Alexander Univ. of Erlangen-Nuremberg, Erlangen, Germany","institution_ids":["https://openalex.org/I181369854"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2397,"has_fulltext":false,"cited_by_count":48,"citation_normalized_percentile":{"value":0.80213745,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2013","issue":null,"first_page":"5781","last_page":"5784"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10085","display_name":"Parkinson's Disease Mechanisms and Treatments","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/2728","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9983000159263611,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.9846000075340271,"subfield":{"id":"https://openalex.org/subfields/3612","display_name":"Physical Therapy, Sports Therapy and Rehabilitation"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/electromyography","display_name":"Electromyography","score":0.7865214347839355},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.5604882836341858},{"id":"https://openalex.org/keywords/kurtosis","display_name":"Kurtosis","score":0.5550047159194946},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.4858981966972351},{"id":"https://openalex.org/keywords/accelerometer","display_name":"Accelerometer","score":0.45145875215530396},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.44803521037101746},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.4442172050476074},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.4359036386013031},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4199824333190918},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.3896436095237732},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3701429069042206},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.21891143918037415},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.14654433727264404},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.124765545129776},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.110201895236969}],"concepts":[{"id":"https://openalex.org/C2777515770","wikidata":"https://www.wikidata.org/wiki/Q507369","display_name":"Electromyography","level":2,"score":0.7865214347839355},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.5604882836341858},{"id":"https://openalex.org/C166963901","wikidata":"https://www.wikidata.org/wiki/Q287251","display_name":"Kurtosis","level":2,"score":0.5550047159194946},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.4858981966972351},{"id":"https://openalex.org/C89805583","wikidata":"https://www.wikidata.org/wiki/Q192940","display_name":"Accelerometer","level":2,"score":0.45145875215530396},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.44803521037101746},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.4442172050476074},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.4359036386013031},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4199824333190918},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3896436095237732},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3701429069042206},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.21891143918037415},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.14654433727264404},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.124765545129776},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.110201895236969},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000328","descriptor_name":"Adult","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","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":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D004576","descriptor_name":"Electromyography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D005684","descriptor_name":"Gait","qualifier_ui":"Q000502","qualifier_name":"physiology","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":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010300","descriptor_name":"Parkinson Disease","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010363","descriptor_name":"Pattern Recognition, Automated","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012680","descriptor_name":"Sensitivity and Specificity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D018482","descriptor_name":"Muscle, Skeletal","qualifier_ui":"Q000502","qualifier_name":"physiology","is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059015","descriptor_name":"Wireless Technology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D059629","descriptor_name":"Signal-To-Noise Ratio","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D060388","descriptor_name":"Support Vector Machine","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":3,"locations":[{"id":"doi:10.1109/embc.2013.6610865","is_oa":false,"landing_page_url":"https://doi.org/10.1109/embc.2013.6610865","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)","raw_type":"proceedings-article"},{"id":"pmid:24111052","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/24111052","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:CiteSeerX.psu:10.1.1.639.2351","is_oa":false,"landing_page_url":"http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.639.2351","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"http://www5.informatik.uni-erlangen.de/Forschung/Publikationen/2013/Kugler13-ARO.pdf","raw_type":"text"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.47999998927116394,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320337359","display_name":"National Institute of Neurological Disorders and Stroke","ror":"https://ror.org/01s5ya894"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1972310704","https://openalex.org/W1976628879","https://openalex.org/W1980578223","https://openalex.org/W1985386089","https://openalex.org/W1995757861","https://openalex.org/W1999702935","https://openalex.org/W2018530890","https://openalex.org/W2021038528","https://openalex.org/W2037810867","https://openalex.org/W2061737788","https://openalex.org/W2067102702","https://openalex.org/W2068800243","https://openalex.org/W2090562109","https://openalex.org/W2124771204","https://openalex.org/W2139570996","https://openalex.org/W2145954079","https://openalex.org/W2155514656","https://openalex.org/W2162592883"],"related_works":["https://openalex.org/W2133973503","https://openalex.org/W2471060339","https://openalex.org/W4321443899","https://openalex.org/W2111603423","https://openalex.org/W2148547327","https://openalex.org/W2125892956","https://openalex.org/W4226236273","https://openalex.org/W2130975749","https://openalex.org/W2790560349","https://openalex.org/W1557333606"],"abstract_inverted_index":{"Diagnosis":[0],"and":[1,19,27,51,81,103,106,114,120,125,135,148,172],"severity":[2],"staging":[3,173],"of":[4,90],"Parkinsons":[5],"disease":[6,17],"(PD)":[7],"relies":[8],"mainly":[9],"on":[10,100,111,162],"subjective":[11],"clinical":[12],"examination.":[13],"To":[14],"better":[15],"monitor":[16],"progression":[18],"therapy":[20],"success":[21],"in":[22,158],"PD":[23,67,80],"patients,":[24],"new":[25],"objective":[26,170],"rater":[28],"independent":[29],"parameters":[30,64],"are":[31,46],"required.":[32],"Surface":[33],"electromyography":[34],"(EMG)":[35],"during":[36],"dynamic":[37],"movements":[38],"is":[39],"one":[40],"possible":[41],"modality.":[42],"However,":[43],"EMG":[44,72],"signals":[45,73],"often":[47],"difficult":[48],"to":[49,61,65,127,169],"understand":[50],"interpret":[52],"clinically.":[53],"In":[54],"this":[55,166],"study":[56],"pattern":[57],"recognition":[58],"was":[59],"applied":[60],"find":[62],"suitable":[63],"differentiate":[66],"patients":[68,78],"from":[69,76],"healthy":[70,84],"controls.":[71],"were":[74,97,109,123,137],"recorded":[75],"5":[77,82],"with":[79,154],"younger":[83],"controls,":[85],"while":[86],"performing":[87],"a":[88,129,155,163],"series":[89],"standardized":[91],"gait":[92],"tests.":[93],"Wireless":[94],"surface":[95],"electrodes":[96],"placed":[98],"bilaterally":[99],"tibialis":[101],"anterior":[102],"gastrocnemius":[104],"medialis":[105],"lateralis.":[107],"Accelerometers":[108],"positioned":[110],"both":[112],"heels":[113],"used":[115,126],"for":[116,175],"step":[117],"segmentation.":[118],"Statistical":[119],"frequency":[121,150],"features":[122],"extracted":[124],"train":[128],"Support":[130],"Vector":[131],"Machine":[132],"classifier.":[133],"Sensitivity":[134],"specificity":[136],"high":[138],"at":[139],"0.90":[140],"using":[141],"leave-one-subject-out":[142],"cross-validation.":[143],"Feature":[144],"selection":[145],"revealed":[146],"kurtosis":[147,159],"mean":[149],"as":[151],"best":[152],"features,":[153],"significant":[156],"difference":[157],"(p=0.013).":[160],"Evaluated":[161],"bigger":[164],"population,":[165],"could":[167],"lead":[168],"diagnostic":[171],"tools":[174],"PD.":[176]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":5},{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":3},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":2},{"year":2015,"cited_by_count":4}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}