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Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records

Emerging literature suggests that delayed identification of childhood asthma results in an increased risk of long-term and various morbidities compared to those with timely diagnosis and intervention, and yet this risk is still overlooked. Even when children and adolescents have a history of recurre...

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Autores principales: Seol, Hee Yun, Sohn, Sunghwan, Liu, Hongfang, Wi, Chung-Il, Ryu, Euijung, Park, Miguel A., Juhn, Young J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6454104/
https://www.ncbi.nlm.nih.gov/pubmed/31001500
http://dx.doi.org/10.3389/fped.2019.00113
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author Seol, Hee Yun
Sohn, Sunghwan
Liu, Hongfang
Wi, Chung-Il
Ryu, Euijung
Park, Miguel A.
Juhn, Young J.
author_facet Seol, Hee Yun
Sohn, Sunghwan
Liu, Hongfang
Wi, Chung-Il
Ryu, Euijung
Park, Miguel A.
Juhn, Young J.
author_sort Seol, Hee Yun
collection PubMed
description Emerging literature suggests that delayed identification of childhood asthma results in an increased risk of long-term and various morbidities compared to those with timely diagnosis and intervention, and yet this risk is still overlooked. Even when children and adolescents have a history of recurrent asthma-like symptoms and risk factors embedded in their medical records, this information is sometimes overlooked by clinicians at the point of care. Given the rapid adoption of electronic health record (EHR) systems, early identification of childhood asthma can be achieved utilizing (1) asthma ascertainment criteria leveraging relevant clinical information embedded in EHR and (2) innovative informatics approaches such as natural language processing (NLP) algorithms for asthma ascertainment criteria to enable such a strategy. In this review, we discuss literature relevant to this topic and introduce recently published informatics algorithms (criteria-based NLP) as a potential solution to address the current challenge of early identification of childhood asthma.
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spelling pubmed-64541042019-04-18 Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records Seol, Hee Yun Sohn, Sunghwan Liu, Hongfang Wi, Chung-Il Ryu, Euijung Park, Miguel A. Juhn, Young J. Front Pediatr Pediatrics Emerging literature suggests that delayed identification of childhood asthma results in an increased risk of long-term and various morbidities compared to those with timely diagnosis and intervention, and yet this risk is still overlooked. Even when children and adolescents have a history of recurrent asthma-like symptoms and risk factors embedded in their medical records, this information is sometimes overlooked by clinicians at the point of care. Given the rapid adoption of electronic health record (EHR) systems, early identification of childhood asthma can be achieved utilizing (1) asthma ascertainment criteria leveraging relevant clinical information embedded in EHR and (2) innovative informatics approaches such as natural language processing (NLP) algorithms for asthma ascertainment criteria to enable such a strategy. In this review, we discuss literature relevant to this topic and introduce recently published informatics algorithms (criteria-based NLP) as a potential solution to address the current challenge of early identification of childhood asthma. Frontiers Media S.A. 2019-04-02 /pmc/articles/PMC6454104/ /pubmed/31001500 http://dx.doi.org/10.3389/fped.2019.00113 Text en Copyright © 2019 Seol, Sohn, Liu, Wi, Ryu, Park and Juhn. http://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 Pediatrics
Seol, Hee Yun
Sohn, Sunghwan
Liu, Hongfang
Wi, Chung-Il
Ryu, Euijung
Park, Miguel A.
Juhn, Young J.
Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title_full Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title_fullStr Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title_full_unstemmed Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title_short Early Identification of Childhood Asthma: The Role of Informatics in an Era of Electronic Health Records
title_sort early identification of childhood asthma: the role of informatics in an era of electronic health records
topic Pediatrics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6454104/
https://www.ncbi.nlm.nih.gov/pubmed/31001500
http://dx.doi.org/10.3389/fped.2019.00113
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