A Smartphone-Based Clinical Decision Support System for Tremor Assessment

Guillaume Zamora, Caro E.M. Fuchs, Aurelie Degeneffe, Pieter Kubben, Uzay Kaymak

Onderzoeksoutput: Hoofdstuk in Boek/Rapport/CongresprocedureConferentiebijdrageAcademicpeer review

Samenvatting

Tremor severity assessment is an important element for the diagnosis and treatment decision-making process of patients suffering from Essential Tremor (ET). Classically, questionnaires like the ETRS and QUEST surveys have been used to assess tremor severity. Recently, attention around computerized tremor analysis has grown. In this study, we use regression trees to map the relationship between tremor data that is collected using the TREMOR12 smartphone application with ETRS and QUEST scores. We aim to develop a model that is able to automatically assess tremor severity of patients suffering from Essential Tremor without the use of more subjective questionnaires. This study shows that tremor data gathered using the TREMOR12 application is useful for constructing machine learning models that can be used to support the diagnosis and monitoring of patients who suffer from Essential Tremor.
Originele taal-2Engels
TitelComputational Intelligence Methods for Bioinformatics and Biostatistics - 16th International Meeting, CIBB 2019, Revised Selected Papers
Subtitel16th International Meeting, CIBB 2019, Bergamo, Italy, September 4–6, 2019, Revised Selected Papers
RedacteurenPaolo Cazzaniga, Daniela Besozzi, Ivan Merelli, Luca Manzoni
Plaats van productieCham
UitgeverijSpringer
Hoofdstuk1
Pagina's3-12
Aantal pagina's10
ISBN van elektronische versie978-3-030-63061-4
ISBN van geprinte versie978-3-030-63060-7
DOI's
StatusGepubliceerd - 2020
Evenement16th International Conference on Computational Intelligence methods for Bioinformatics and Biostatistics, CIBB 2019 - Bergamo, Italië
Duur: 4 sep 20196 sep 2019

Publicatie series

NaamLecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
Volume12313 LNBI
ISSN van geprinte versie0302-9743
ISSN van elektronische versie1611-3349

Congres

Congres16th International Conference on Computational Intelligence methods for Bioinformatics and Biostatistics, CIBB 2019
Verkorte titelCIBB 2019
LandItalië
StadBergamo
Periode4/09/196/09/19

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