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Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance

Due to the demographic aging of society, the demand for skilled caregiving is increasing. However, the already existing shortage of professional caregivers will exacerbate in the future. As a result, family caregivers must shoulder a heavier share of the care burden. To ease the burden and promote a...

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Detalles Bibliográficos
Autores principales: Wunderlich, Paul, Wiegräbe, Frauke, Dörksen, Helene
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9859038/
https://www.ncbi.nlm.nih.gov/pubmed/36673969
http://dx.doi.org/10.3390/ijerph20021215
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author Wunderlich, Paul
Wiegräbe, Frauke
Dörksen, Helene
author_facet Wunderlich, Paul
Wiegräbe, Frauke
Dörksen, Helene
author_sort Wunderlich, Paul
collection PubMed
description Due to the demographic aging of society, the demand for skilled caregiving is increasing. However, the already existing shortage of professional caregivers will exacerbate in the future. As a result, family caregivers must shoulder a heavier share of the care burden. To ease the burden and promote a better work-life balance, we developed the Digital Case Manager. This tool uses machine learning algorithms to learn the relationship between a care situation and the next care steps and helps family caregivers balance their professional and private lives so that they are able to continue caring for their family members without sacrificing their own jobs and personal ambitions. The data for the machine learning model are generated by means of a questionnaire based on professional assessment instruments. We implemented a proof-of-concept of the Digital Case Manager and initial tests show promising results. It offers a quick and easy-to-use tool for family caregivers in the early stages of a care situation.
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spelling pubmed-98590382023-01-21 Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance Wunderlich, Paul Wiegräbe, Frauke Dörksen, Helene Int J Environ Res Public Health Article Due to the demographic aging of society, the demand for skilled caregiving is increasing. However, the already existing shortage of professional caregivers will exacerbate in the future. As a result, family caregivers must shoulder a heavier share of the care burden. To ease the burden and promote a better work-life balance, we developed the Digital Case Manager. This tool uses machine learning algorithms to learn the relationship between a care situation and the next care steps and helps family caregivers balance their professional and private lives so that they are able to continue caring for their family members without sacrificing their own jobs and personal ambitions. The data for the machine learning model are generated by means of a questionnaire based on professional assessment instruments. We implemented a proof-of-concept of the Digital Case Manager and initial tests show promising results. It offers a quick and easy-to-use tool for family caregivers in the early stages of a care situation. MDPI 2023-01-10 /pmc/articles/PMC9859038/ /pubmed/36673969 http://dx.doi.org/10.3390/ijerph20021215 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Wunderlich, Paul
Wiegräbe, Frauke
Dörksen, Helene
Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title_full Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title_fullStr Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title_full_unstemmed Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title_short Digital Case Manager—A Data-Driven Tool to Support Family Caregivers with Initial Guidance
title_sort digital case manager—a data-driven tool to support family caregivers with initial guidance
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9859038/
https://www.ncbi.nlm.nih.gov/pubmed/36673969
http://dx.doi.org/10.3390/ijerph20021215
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