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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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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. |
format | Online Article Text |
id | pubmed-9859038 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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