TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor

A cost-effective, non-invasive, and easy-to-use tool is presented that uses the 6-axis inertial sensor of the smartphone or a specific wearable sensor, boosted by machine learning, to support early differential diagnosis of Parkinson’s disease and Essential Tremor. A dedicated web server helps extra...

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Autores: Loaiza Duque, Julián David|||0000-0003-2413-6140, Sánchez Egea, Antonio José|||0000-0001-8085-6869, González Rojas, Hernán Alberto|||0000-0001-8911-0115, Chaná Cuevas, Pedro, Ferreira, Joaquim J., Costa, João
Tipo de recurso: artículo
Fecha de publicación:2023
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/395042
Acceso en línea:https://hdl.handle.net/2117/395042
https://dx.doi.org/10.1016/j.softx.2023.101393
Access Level:acceso abierto
Palabra clave:Smartphones
Machine learning
Mobile application
Inertial sensor
Tremor assessment
Aprenentatge automàtic
Telèfons intel·ligents
Àrees temàtiques de la UPC::Informàtica::Automàtica i control
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spelling TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremorLoaiza Duque, Julián David|||0000-0003-2413-6140Sánchez Egea, Antonio José|||0000-0001-8085-6869González Rojas, Hernán Alberto|||0000-0001-8911-0115Chaná Cuevas, PedroFerreira, Joaquim J.Costa, JoãoSmartphonesMachine learningMobile applicationMachine learningInertial sensorTremor assessmentAprenentatge automàticTelèfons intel·ligentsÀrees temàtiques de la UPC::Informàtica::Automàtica i controlA cost-effective, non-invasive, and easy-to-use tool is presented that uses the 6-axis inertial sensor of the smartphone or a specific wearable sensor, boosted by machine learning, to support early differential diagnosis of Parkinson’s disease and Essential Tremor. A dedicated web server helps extract the kinematic indexes from the recorded signals, implement the machine learning models and return the resulting classification to the App. Thus, clinicians can use this App as a support tool in the clinic, contributing to performing motor evaluations in the uncertain and undecided stages of the diseases and promoting appropriate, fast, and timely therapeutic responses.This work was supported by Serra Húnter Programme (Generalitat de Catalunya)Peer Reviewed20232023-05-1620232023-10-18journal articlehttp://purl.org/coar/resource_type/c_6501VoRhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/395042https://dx.doi.org/10.1016/j.softx.2023.101393reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)Inglésengopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivatives 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-nd/4.0/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/3950422026-05-27T15:37:01Z
dc.title.none.fl_str_mv TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
title TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
spellingShingle TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
Loaiza Duque, Julián David|||0000-0003-2413-6140
Smartphones
Machine learning
Mobile application
Machine learning
Inertial sensor
Tremor assessment
Aprenentatge automàtic
Telèfons intel·ligents
Àrees temàtiques de la UPC::Informàtica::Automàtica i control
title_short TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
title_full TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
title_fullStr TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
title_full_unstemmed TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
title_sort TremorSoft: an decision support application for differential diagnosis between Parkinson’s disease and essential tremor
dc.creator.none.fl_str_mv Loaiza Duque, Julián David|||0000-0003-2413-6140
Sánchez Egea, Antonio José|||0000-0001-8085-6869
González Rojas, Hernán Alberto|||0000-0001-8911-0115
Chaná Cuevas, Pedro
Ferreira, Joaquim J.
Costa, João
author Loaiza Duque, Julián David|||0000-0003-2413-6140
author_facet Loaiza Duque, Julián David|||0000-0003-2413-6140
Sánchez Egea, Antonio José|||0000-0001-8085-6869
González Rojas, Hernán Alberto|||0000-0001-8911-0115
Chaná Cuevas, Pedro
Ferreira, Joaquim J.
Costa, João
author_role author
author2 Sánchez Egea, Antonio José|||0000-0001-8085-6869
González Rojas, Hernán Alberto|||0000-0001-8911-0115
Chaná Cuevas, Pedro
Ferreira, Joaquim J.
Costa, João
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv Smartphones
Machine learning
Mobile application
Machine learning
Inertial sensor
Tremor assessment
Aprenentatge automàtic
Telèfons intel·ligents
Àrees temàtiques de la UPC::Informàtica::Automàtica i control
topic Smartphones
Machine learning
Mobile application
Machine learning
Inertial sensor
Tremor assessment
Aprenentatge automàtic
Telèfons intel·ligents
Àrees temàtiques de la UPC::Informàtica::Automàtica i control
description A cost-effective, non-invasive, and easy-to-use tool is presented that uses the 6-axis inertial sensor of the smartphone or a specific wearable sensor, boosted by machine learning, to support early differential diagnosis of Parkinson’s disease and Essential Tremor. A dedicated web server helps extract the kinematic indexes from the recorded signals, implement the machine learning models and return the resulting classification to the App. Thus, clinicians can use this App as a support tool in the clinic, contributing to performing motor evaluations in the uncertain and undecided stages of the diseases and promoting appropriate, fast, and timely therapeutic responses.
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-05-16
2023
2023-10-18
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
VoR
http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/2117/395042
https://dx.doi.org/10.1016/j.softx.2023.101393
url https://hdl.handle.net/2117/395042
https://dx.doi.org/10.1016/j.softx.2023.101393
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivatives 4.0 International
http://creativecommons.org/licenses/by-nc-nd/4.0/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:UPCommons. Portal del coneixement obert de la UPC
instname:Universitat Politècnica de Catalunya (UPC)
instname_str Universitat Politècnica de Catalunya (UPC)
reponame_str UPCommons. Portal del coneixement obert de la UPC
collection UPCommons. Portal del coneixement obert de la UPC
repository.name.fl_str_mv
repository.mail.fl_str_mv
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score 15,301629

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