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The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems
Background and Objectives: Early identification of child mental health problems (MHPs) is important to provide adequate, timely treatment. Dutch preventive youth healthcare monitors all aspects of a child's healthy development. We explored the usefulness of their electronic health records (EHRs...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8202822/ https://www.ncbi.nlm.nih.gov/pubmed/34136452 http://dx.doi.org/10.3389/fpubh.2021.658240 |
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author | Koning, Nynke R. Büchner, Frederike L. van den Berg, Anouk W. Choi, S. Y. Angelique Leeuwenburgh, Nathalie A. Paijmans, Irma J. M. van Dijk-van Dijk, D. J. Annemarie Numans, Mattijs E. Crone, Mathilde R. |
author_facet | Koning, Nynke R. Büchner, Frederike L. van den Berg, Anouk W. Choi, S. Y. Angelique Leeuwenburgh, Nathalie A. Paijmans, Irma J. M. van Dijk-van Dijk, D. J. Annemarie Numans, Mattijs E. Crone, Mathilde R. |
author_sort | Koning, Nynke R. |
collection | PubMed |
description | Background and Objectives: Early identification of child mental health problems (MHPs) is important to provide adequate, timely treatment. Dutch preventive youth healthcare monitors all aspects of a child's healthy development. We explored the usefulness of their electronic health records (EHRs) in scientific research and aimed to develop prediction models for child MHPs. Methods: Population-based cohort study with anonymously extracted electronic healthcare data from preventive youth healthcare centers in the Leiden area, the Netherlands, from the period 2005–2015. Data was analyzed with respect to its continuity, percentage of cases and completeness. Logistic regression analyses were conducted to develop prediction models for the risk of a first recorded concern for MHPs in the next scheduled visit at age 3/4, 5/6, 10/11, and 13/14 years. Results: We included 26,492 children. The continuity of the data was low and the number of concerns for MHPs varied greatly. A large number of determinants had missing data for over 80% of the children. The discriminatory performance of the prediction models were poor. Conclusions: This is the first study exploring the usefulness of EHRs from Dutch preventive youth healthcare in research, especially in predicting child MHPs. We found the usefulness of the data to be limited and the performance of the developed prediction models was poor. When data quality can be improved, e.g., by facilitating accurate recording, or by data enrichment from other available sources, the analysis of EHRs might be helpful for better identification of child MHPs. |
format | Online Article Text |
id | pubmed-8202822 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82028222021-06-15 The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems Koning, Nynke R. Büchner, Frederike L. van den Berg, Anouk W. Choi, S. Y. Angelique Leeuwenburgh, Nathalie A. Paijmans, Irma J. M. van Dijk-van Dijk, D. J. Annemarie Numans, Mattijs E. Crone, Mathilde R. Front Public Health Public Health Background and Objectives: Early identification of child mental health problems (MHPs) is important to provide adequate, timely treatment. Dutch preventive youth healthcare monitors all aspects of a child's healthy development. We explored the usefulness of their electronic health records (EHRs) in scientific research and aimed to develop prediction models for child MHPs. Methods: Population-based cohort study with anonymously extracted electronic healthcare data from preventive youth healthcare centers in the Leiden area, the Netherlands, from the period 2005–2015. Data was analyzed with respect to its continuity, percentage of cases and completeness. Logistic regression analyses were conducted to develop prediction models for the risk of a first recorded concern for MHPs in the next scheduled visit at age 3/4, 5/6, 10/11, and 13/14 years. Results: We included 26,492 children. The continuity of the data was low and the number of concerns for MHPs varied greatly. A large number of determinants had missing data for over 80% of the children. The discriminatory performance of the prediction models were poor. Conclusions: This is the first study exploring the usefulness of EHRs from Dutch preventive youth healthcare in research, especially in predicting child MHPs. We found the usefulness of the data to be limited and the performance of the developed prediction models was poor. When data quality can be improved, e.g., by facilitating accurate recording, or by data enrichment from other available sources, the analysis of EHRs might be helpful for better identification of child MHPs. Frontiers Media S.A. 2021-05-31 /pmc/articles/PMC8202822/ /pubmed/34136452 http://dx.doi.org/10.3389/fpubh.2021.658240 Text en Copyright © 2021 Koning, Büchner, van den Berg, Choi, Leeuwenburgh, Paijmans, van Dijk-van Dijk, Numans and Crone. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Public Health Koning, Nynke R. Büchner, Frederike L. van den Berg, Anouk W. Choi, S. Y. Angelique Leeuwenburgh, Nathalie A. Paijmans, Irma J. M. van Dijk-van Dijk, D. J. Annemarie Numans, Mattijs E. Crone, Mathilde R. The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title | The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title_full | The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title_fullStr | The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title_full_unstemmed | The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title_short | The Usefulness of Electronic Health Records From Preventive Youth Healthcare in the Recognition of Child Mental Health Problems |
title_sort | usefulness of electronic health records from preventive youth healthcare in the recognition of child mental health problems |
topic | Public Health |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8202822/ https://www.ncbi.nlm.nih.gov/pubmed/34136452 http://dx.doi.org/10.3389/fpubh.2021.658240 |
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