Cargando…

TIHM: An open dataset for remote healthcare monitoring in dementia

Dementia is a progressive condition that affects cognitive and functional abilities. There is a need for reliable and continuous health monitoring of People Living with Dementia (PLWD) to improve their quality of life and support their independent living. Healthcare services often focus on addressin...

Descripción completa

Detalles Bibliográficos
Autores principales: Palermo, Francesca, Chen, Yu, Capstick, Alexander, Fletcher-Loyd, Nan, Walsh, Chloe, Kouchaki, Samaneh, True, Jessica, Balazikova, Olga, Soreq, Eyal, Scott, Gregory, Rostill, Helen, Nilforooshan, Ramin, Barnaghi, Payam
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10492790/
https://www.ncbi.nlm.nih.gov/pubmed/37689815
http://dx.doi.org/10.1038/s41597-023-02519-y
_version_ 1785104332346097664
author Palermo, Francesca
Chen, Yu
Capstick, Alexander
Fletcher-Loyd, Nan
Walsh, Chloe
Kouchaki, Samaneh
True, Jessica
Balazikova, Olga
Soreq, Eyal
Scott, Gregory
Rostill, Helen
Nilforooshan, Ramin
Barnaghi, Payam
author_facet Palermo, Francesca
Chen, Yu
Capstick, Alexander
Fletcher-Loyd, Nan
Walsh, Chloe
Kouchaki, Samaneh
True, Jessica
Balazikova, Olga
Soreq, Eyal
Scott, Gregory
Rostill, Helen
Nilforooshan, Ramin
Barnaghi, Payam
author_sort Palermo, Francesca
collection PubMed
description Dementia is a progressive condition that affects cognitive and functional abilities. There is a need for reliable and continuous health monitoring of People Living with Dementia (PLWD) to improve their quality of life and support their independent living. Healthcare services often focus on addressing and treating already established health conditions that affect PLWD. Managing these conditions continuously can inform better decision-making earlier for higher-quality care management for PLWD. The Technology Integrated Health Management (TIHM) project developed a new digital platform to routinely collect longitudinal, observational, and measurement data, within the home and apply machine learning and analytical models for the detection and prediction of adverse health events affecting the well-being of PLWD. This work describes the TIHM dataset collected during the second phase (i.e., feasibility study) of the TIHM project. The data was collected from homes of 56 PLWD and associated with events and clinical observations (daily activity, physiological monitoring, and labels for health-related conditions). The study recorded an average of 50 days of data per participant, totalling 2803 days.
format Online
Article
Text
id pubmed-10492790
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-104927902023-09-11 TIHM: An open dataset for remote healthcare monitoring in dementia Palermo, Francesca Chen, Yu Capstick, Alexander Fletcher-Loyd, Nan Walsh, Chloe Kouchaki, Samaneh True, Jessica Balazikova, Olga Soreq, Eyal Scott, Gregory Rostill, Helen Nilforooshan, Ramin Barnaghi, Payam Sci Data Data Descriptor Dementia is a progressive condition that affects cognitive and functional abilities. There is a need for reliable and continuous health monitoring of People Living with Dementia (PLWD) to improve their quality of life and support their independent living. Healthcare services often focus on addressing and treating already established health conditions that affect PLWD. Managing these conditions continuously can inform better decision-making earlier for higher-quality care management for PLWD. The Technology Integrated Health Management (TIHM) project developed a new digital platform to routinely collect longitudinal, observational, and measurement data, within the home and apply machine learning and analytical models for the detection and prediction of adverse health events affecting the well-being of PLWD. This work describes the TIHM dataset collected during the second phase (i.e., feasibility study) of the TIHM project. The data was collected from homes of 56 PLWD and associated with events and clinical observations (daily activity, physiological monitoring, and labels for health-related conditions). The study recorded an average of 50 days of data per participant, totalling 2803 days. Nature Publishing Group UK 2023-09-09 /pmc/articles/PMC10492790/ /pubmed/37689815 http://dx.doi.org/10.1038/s41597-023-02519-y Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Data Descriptor
Palermo, Francesca
Chen, Yu
Capstick, Alexander
Fletcher-Loyd, Nan
Walsh, Chloe
Kouchaki, Samaneh
True, Jessica
Balazikova, Olga
Soreq, Eyal
Scott, Gregory
Rostill, Helen
Nilforooshan, Ramin
Barnaghi, Payam
TIHM: An open dataset for remote healthcare monitoring in dementia
title TIHM: An open dataset for remote healthcare monitoring in dementia
title_full TIHM: An open dataset for remote healthcare monitoring in dementia
title_fullStr TIHM: An open dataset for remote healthcare monitoring in dementia
title_full_unstemmed TIHM: An open dataset for remote healthcare monitoring in dementia
title_short TIHM: An open dataset for remote healthcare monitoring in dementia
title_sort tihm: an open dataset for remote healthcare monitoring in dementia
topic Data Descriptor
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10492790/
https://www.ncbi.nlm.nih.gov/pubmed/37689815
http://dx.doi.org/10.1038/s41597-023-02519-y
work_keys_str_mv AT palermofrancesca tihmanopendatasetforremotehealthcaremonitoringindementia
AT chenyu tihmanopendatasetforremotehealthcaremonitoringindementia
AT capstickalexander tihmanopendatasetforremotehealthcaremonitoringindementia
AT fletcherloydnan tihmanopendatasetforremotehealthcaremonitoringindementia
AT walshchloe tihmanopendatasetforremotehealthcaremonitoringindementia
AT kouchakisamaneh tihmanopendatasetforremotehealthcaremonitoringindementia
AT truejessica tihmanopendatasetforremotehealthcaremonitoringindementia
AT balazikovaolga tihmanopendatasetforremotehealthcaremonitoringindementia
AT soreqeyal tihmanopendatasetforremotehealthcaremonitoringindementia
AT scottgregory tihmanopendatasetforremotehealthcaremonitoringindementia
AT rostillhelen tihmanopendatasetforremotehealthcaremonitoringindementia
AT nilforooshanramin tihmanopendatasetforremotehealthcaremonitoringindementia
AT barnaghipayam tihmanopendatasetforremotehealthcaremonitoringindementia