{"id":"https://openalex.org/W3180942058","doi":"https://doi.org/10.1109/memea52024.2021.9478771","title":"Measuring the Effect of Rhythmic Auditory Stimuli on Parkinsonian Gait in Challenging Settings","display_name":"Measuring the Effect of Rhythmic Auditory Stimuli on Parkinsonian Gait in Challenging Settings","publication_year":2021,"publication_date":"2021-06-23","ids":{"openalex":"https://openalex.org/W3180942058","doi":"https://doi.org/10.1109/memea52024.2021.9478771","mag":"3180942058"},"language":"en","primary_location":{"id":"doi:10.1109/memea52024.2021.9478771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea52024.2021.9478771","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"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/A5079314012","display_name":"Ilaria Mileti","orcid":"https://orcid.org/0000-0002-1064-7962"},"institutions":[{"id":"https://openalex.org/I4210124295","display_name":"University Niccol\u00f2 Cusano","ror":"https://ror.org/032c3ae16","country_code":"IT","type":"education","lineage":["https://openalex.org/I4210124295"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ilaria Mileti","raw_affiliation_strings":["University Niccol\u00f2 Cusano, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University Niccol\u00f2 Cusano, Rome, Italy","institution_ids":["https://openalex.org/I4210124295"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031544307","display_name":"Marco Germanotta","orcid":"https://orcid.org/0000-0002-0747-831X"},"institutions":[{"id":"https://openalex.org/I4210116940","display_name":"Don Carlo Gnocchi Foundation","ror":"https://ror.org/02e3ssq97","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210116940"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Marco Germanotta","raw_affiliation_strings":["IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRCCS Fondazione Don Carlo Gnocchi, Florence, Italy","institution_ids":["https://openalex.org/I4210116940"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063968452","display_name":"Chiara Iacovelli","orcid":"https://orcid.org/0000-0002-3547-6055"},"institutions":[{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Chiara Iacovelli","raw_affiliation_strings":["Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy","institution_ids":["https://openalex.org/I2802557943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029956142","display_name":"Giulia Di Lazzaro","orcid":"https://orcid.org/0000-0003-2413-1788"},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]},{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giulia Di Lazzaro","raw_affiliation_strings":["Istituto di Neurologia, Universit\u00e0 Cattolica del Sacro Cuore UOS Disturbi del Movimento, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto di Neurologia, Universit\u00e0 Cattolica del Sacro Cuore UOS Disturbi del Movimento, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma","institution_ids":["https://openalex.org/I2802557943","https://openalex.org/I103320735"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016949200","display_name":"Zaccaria Del Prete","orcid":"https://orcid.org/0000-0001-6057-7774"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Zaccaria Del Prete","raw_affiliation_strings":["\"Sapienza\" University of Rome, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\"Sapienza\" University of Rome, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078242447","display_name":"Maria Rita Lo Monaco","orcid":"https://orcid.org/0000-0002-1457-7981"},"institutions":[{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Maria Rita Lo Monaco","raw_affiliation_strings":["Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy","institution_ids":["https://openalex.org/I2802557943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007950859","display_name":"Diego Ricciardi","orcid":null},"institutions":[{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Diego Ricciardi","raw_affiliation_strings":["Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy","institution_ids":["https://openalex.org/I2802557943"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031596118","display_name":"Anna Rita Bentivoglio","orcid":"https://orcid.org/0000-0002-9663-095X"},"institutions":[{"id":"https://openalex.org/I103320735","display_name":"Universit\u00e0 Cattolica del Sacro Cuore","ror":"https://ror.org/03h7r5v07","country_code":"IT","type":"education","lineage":["https://openalex.org/I103320735"]},{"id":"https://openalex.org/I2802557943","display_name":"Agostino Gemelli University Polyclinic","ror":"https://ror.org/00rg70c39","country_code":"IT","type":"healthcare","lineage":["https://openalex.org/I2802557943"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Anna Rita Bentivoglio","raw_affiliation_strings":["Istituto di Neurologia, Universit\u00e0 Cattolica del Sacro Cuore UOS Disturbi del Movimento, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Istituto di Neurologia, Universit\u00e0 Cattolica del Sacro Cuore UOS Disturbi del Movimento, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Roma","institution_ids":["https://openalex.org/I2802557943","https://openalex.org/I103320735"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5085294049","display_name":"Eduardo Palermo","orcid":"https://orcid.org/0000-0002-3213-8261"},"institutions":[{"id":"https://openalex.org/I861853513","display_name":"Sapienza University of Rome","ror":"https://ror.org/02be6w209","country_code":"IT","type":"education","lineage":["https://openalex.org/I861853513"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Eduardo Palermo","raw_affiliation_strings":["\"Sapienza\" University of Rome, Roma, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"\"Sapienza\" University of Rome, Roma, Italy","institution_ids":["https://openalex.org/I861853513"]}]}],"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":0.11033115,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"19","issue":null,"first_page":"1","last_page":"6"},"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":0.9997000098228455,"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":0.9997000098228455,"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/T10114","display_name":"Balance, Gait, and Falls Prevention","score":0.992900013923645,"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"}},{"id":"https://openalex.org/T10784","display_name":"Muscle activation and electromyography studies","score":0.9868000149726868,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/cadence","display_name":"Cadence","score":0.9305909276008606},{"id":"https://openalex.org/keywords/gait","display_name":"Gait","score":0.756274938583374},{"id":"https://openalex.org/keywords/rhythm","display_name":"Rhythm","score":0.7507889270782471},{"id":"https://openalex.org/keywords/physical-medicine-and-rehabilitation","display_name":"Physical medicine and rehabilitation","score":0.6480579376220703},{"id":"https://openalex.org/keywords/stride","display_name":"STRIDE","score":0.6380246877670288},{"id":"https://openalex.org/keywords/parkinsons-disease","display_name":"Parkinson's disease","score":0.533301830291748},{"id":"https://openalex.org/keywords/preferred-walking-speed","display_name":"Preferred walking speed","score":0.4906233847141266},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4885214567184448},{"id":"https://openalex.org/keywords/gait-analysis","display_name":"Gait analysis","score":0.45841002464294434},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4195968508720398},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4178130626678467},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.36004066467285156},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34879177808761597},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.23632687330245972},{"id":"https://openalex.org/keywords/disease","display_name":"Disease","score":0.14185985922813416}],"concepts":[{"id":"https://openalex.org/C2777125575","wikidata":"https://www.wikidata.org/wiki/Q14088448","display_name":"Cadence","level":2,"score":0.9305909276008606},{"id":"https://openalex.org/C151800584","wikidata":"https://www.wikidata.org/wiki/Q2370000","display_name":"Gait","level":2,"score":0.756274938583374},{"id":"https://openalex.org/C135343436","wikidata":"https://www.wikidata.org/wiki/Q170406","display_name":"Rhythm","level":2,"score":0.7507889270782471},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.6480579376220703},{"id":"https://openalex.org/C18007350","wikidata":"https://www.wikidata.org/wiki/Q7394815","display_name":"STRIDE","level":2,"score":0.6380246877670288},{"id":"https://openalex.org/C2779734285","wikidata":"https://www.wikidata.org/wiki/Q11085","display_name":"Parkinson's disease","level":3,"score":0.533301830291748},{"id":"https://openalex.org/C70770792","wikidata":"https://www.wikidata.org/wiki/Q7239848","display_name":"Preferred walking speed","level":2,"score":0.4906233847141266},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4885214567184448},{"id":"https://openalex.org/C173906292","wikidata":"https://www.wikidata.org/wiki/Q1493441","display_name":"Gait analysis","level":3,"score":0.45841002464294434},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4195968508720398},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4178130626678467},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.36004066467285156},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34879177808761597},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.23632687330245972},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.14185985922813416},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/memea52024.2021.9478771","is_oa":false,"landing_page_url":"https://doi.org/10.1109/memea52024.2021.9478771","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Symposium on Medical Measurements and Applications (MeMeA)","raw_type":"proceedings-article"},{"id":"pmh:oai:iris.uniroma1.it:11573/1634568","is_oa":false,"landing_page_url":"http://hdl.handle.net/11573/1634568","pdf_url":null,"source":{"id":"https://openalex.org/S4377196107","display_name":"IRIS Research product catalog (Sapienza University of Rome)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"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":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1495617916","https://openalex.org/W2008560062","https://openalex.org/W2014115543","https://openalex.org/W2014431515","https://openalex.org/W2059094808","https://openalex.org/W2068775553","https://openalex.org/W2069393313","https://openalex.org/W2102938803","https://openalex.org/W2122811992","https://openalex.org/W2168538666","https://openalex.org/W2277832626","https://openalex.org/W2511801167","https://openalex.org/W2518148990","https://openalex.org/W2781500572","https://openalex.org/W2789271586","https://openalex.org/W2803932870","https://openalex.org/W2887499899","https://openalex.org/W2910350349","https://openalex.org/W2911844256","https://openalex.org/W2922828498","https://openalex.org/W2964008123","https://openalex.org/W3041677820"],"related_works":["https://openalex.org/W1978207697","https://openalex.org/W2037304482","https://openalex.org/W2271839583","https://openalex.org/W1990146875","https://openalex.org/W42147695","https://openalex.org/W2461320057","https://openalex.org/W4327520787","https://openalex.org/W2403376385","https://openalex.org/W2989750484","https://openalex.org/W2046521381"],"abstract_inverted_index":{"Rhythmic":[0],"auditory":[1],"stimuli":[2],"(RAS)":[3],"improve":[4],"the":[5,14,19,104,138,159,193,202,214,233],"disabling":[6],"motor":[7,235],"symptom":[8],"of":[9,17,21,44,103,140,154,195,216],"Parkinson's":[10],"disease":[11],"patients.":[12],"In":[13],"large":[15],"majority":[16],"studies,":[18],"effect":[20],"RAS":[22,36,97,151],"has":[23],"been":[24],"assessed":[25],"during":[26,150],"common":[27],"activities":[28],"such":[29],"as":[30,132],"walking":[31,75,80,86,141,156,175,181],"and":[32,47,85,93,107,126,146,180,206,227],"turning.":[33],"However,":[34],"how":[35],"modulates":[37],"parkinsonian":[38],"behaviors":[39],"in":[40,165,174,192,223],"more":[41],"challenging":[42,155],"settings":[43],"daily":[45],"living":[46],"whether":[48],"a":[49,82,88,207],"machine":[50],"learning":[51],"algorithm":[52,187],"could":[53],"classify":[54],"them":[55],"remains":[56],"unclear.":[57],"Eleven":[58],"patients":[59],"with":[60,92,125],"idiopathic":[61],"PD":[62,221],"(age":[63],"72\u00b17":[64],"years)":[65],"were":[66,111],"asked":[67],"to":[68,213],"walk":[69],"under":[70],"four":[71],"conditions:":[72],"straight":[73,166],"walking,":[74,152,167],"over":[76,176],"an":[77,177,224],"irregular":[78,178],"surface,":[79],"within":[81,182],"narrow":[83,183],"pathway,":[84],"along":[87],"curving":[89,198],"path":[90,199],"(eight-shaped),":[91],"without":[94,127],"external":[95],"stimulation.":[96],"pace":[98],"was":[99,135],"set":[100,205],"at":[101],"110%":[102],"normal":[105],"cadence":[106],"spatio-temporal":[108],"gait":[109,144,147,169],"parameters":[110],"measured":[112],"through":[113],"two":[114],"inertial":[115],"measurement":[116],"units":[117],"placed":[118],"on":[119,220,232],"feet.":[120],"k-Nearest":[121],"Neighbor":[122],"(k-NN)":[123],"algorithm,":[124],"principal":[128],"component":[129],"analysis":[130],"(PCA)":[131],"feature":[133,204],"selector,":[134],"used":[136],"for":[137],"classification":[139,194],"conditions.":[142,157,185],"Cadence,":[143],"speed,":[145],"time":[148],"improved":[149],"regardless":[153],"On":[158],"contrary,":[160],"stride":[161],"length":[162],"increased":[163],"only":[164],"while":[168],"speed":[170],"showed":[171],"improvement":[172],"also":[173],"surface":[179],"pathway":[184],"k-NN":[186],"reported":[188],"higher":[189],"accuracy":[190],"(72.4%)":[191],"eight-":[196],"shaped":[197],"both":[200],"considering":[201],"overall":[203],"reduced":[208],"one.":[209],"These":[210],"results":[211],"open":[212],"possibility":[215],"measuring":[217],"RAS-induced":[218],"effects":[219],"mobility":[222],"ecological":[225],"scenario":[226],"improving":[228],"their":[229],"administration":[230],"based":[231],"actual":[234],"activity.":[236]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
