Literature DB >> 30113733

Mixed-methods content and sentiment analysis of adolescents' voice diaries describing daily experiences with asthma and self-management decision-making.

Jennifer R Mammen1,2, James J Java3, Hyekyun Rhee2, Arlene M Butz4, Jill S Halterman5, Kimberly Arcoleo2.   

Abstract

BACKGROUND: Accurate symptom assessment remains challenging in teen populations. Little is known of usual symptom/response patterns, and self-reported paper diaries have traditionally low compliance rates. Therefore, we used concurrent digital voice diaries to capture daily asthma experiences.
OBJECTIVE: (a) To qualitatively explore usual symptom patterns and self-management responses and (b) to quantitatively explore relationships between symptom severity and sentiment scores (a marker of emotional response to events).
METHODS: Fourteen minority and nonminority teenagers (age 13-17) with controlled (50%) and uncontrolled asthma used digital recorders to report about their asthma once daily over 14 days. Dairy entries were coded for symptom frequency, severity, type, and self-management responses, while sentiment analysis was used to evaluate the emotional valence of diary entries and to explore whether increased symptom levels correlated with greater negative sentiment.
RESULTS: Symptom frequency and severity recorded in voice diaries were much higher than teens indicated at baseline and were discordant with clinical assessments of asthma control. Of 175 entries, teens had symptoms 69.1% of days (121/175) and severe symptoms on one-third of these. Atypical symptoms (coughing, throat clearing) were reported twice as often as traditional symptoms (wheezing, chest tightness) and often not recognized as asthma, but rather attributed to being "sick" (25.6% of symptom days). Teens frequently minimized symptoms, used rescue and controller medication inconsistently, and resorted to alternative strategies to manage symptoms. Sentiment was not significantly correlated with assessed control (β = 0.14, P = 0.28), but for teens reporting severe symptoms, sentiment scores decreased by 0.31 relative to teens without symptoms (P = 0.006). CONCLUSIONS AND CLINICAL RELEVANCE: Teens may minimize symptoms and have greater symptom frequency and severity than is recognized by themselves or providers. Screening for specific symptoms including coughing, throat clearing, and respiratory illness may be needed to identify those experiencing burden from asthma.
© 2018 John Wiley & Sons Ltd.

Entities:  

Keywords:  asthma; education; pediatrics; quality-of-life

Mesh:

Year:  2018        PMID: 30113733      PMCID: PMC6377865          DOI: 10.1111/cea.13250

Source DB:  PubMed          Journal:  Clin Exp Allergy        ISSN: 0954-7894            Impact factor:   5.018


  29 in total

1.  Psychometric Properties of the Asthma Symptom Diary (ASD), a Diary for Use in Clinical Trials of Persistent Asthma.

Authors:  Gary Globe; Ingela Wiklund; Joseph Lin; Wen-Hung Chen; Mona Martin; Maria S Mattera; Robyn von Maltzahn; Jing Yuan Feng; Yun Chon; Hema N Viswanathan; Michael Schatz
Journal:  J Allergy Clin Immunol Pract       Date:  2015-11-06

2.  Three approaches to qualitative content analysis.

Authors:  Hsiu-Fang Hsieh; Sarah E Shannon
Journal:  Qual Health Res       Date:  2005-11

3.  Classifying asthma severity: prospective symptom diary or retrospective symptom recall?

Authors:  Marina Reznik; Iman Sharif; Philip O Ozuah
Journal:  J Adolesc Health       Date:  2005-06       Impact factor: 5.012

4.  Adolescents' inhaled corticosteroid adherence: the importance of treatment perceptions and medication knowledge.

Authors:  Ellen S Koster; Daphne Philbert; Nina A Winters; Marcel L Bouvy
Journal:  J Asthma       Date:  2014-11-05       Impact factor: 2.515

Review 5.  Asthma outcomes: symptoms.

Authors:  Jerry A Krishnan; Robert F Lemanske; Glorisa J Canino; Kurtis S Elward; Meyer Kattan; Elizabeth C Matsui; Herman Mitchell; E Rand Sutherland; Michael Minnicozzi
Journal:  J Allergy Clin Immunol       Date:  2012-03       Impact factor: 10.793

6.  Emotional word usage in groups at risk for schizophrenia-spectrum disorders: An objective investigation of attention to emotion.

Authors:  Christie K Fung; Melody M Moore; Nicole R Karcher; John G Kerns; Elizabeth A Martin
Journal:  Psychiatry Res       Date:  2017-02-22       Impact factor: 3.222

7.  An integrated operational definition and conceptual model of asthma self-management in teens.

Authors:  Jennifer Mammen; Hyekyun Rhee; Sally A Norton; Arlene M Butz; Jill S Halterman; Kimberly Arcoleo
Journal:  J Asthma       Date:  2018-01-19       Impact factor: 2.515

8.  Association of Youth and Caregiver Anxiety and Asthma Care Among Urban Young Adolescents.

Authors:  Jean-Marie Bruzzese; Laura C Reigada; Alexandra Lamm; Jing Wang; Meng Li; Stephanie O Zandieh; Rachel G Klein
Journal:  Acad Pediatr       Date:  2016-04-02       Impact factor: 3.107

9.  Evaluating the Validity of an Automated Device for Asthma Monitoring for Adolescents: Correlational Design.

Authors:  Hyekyun Rhee; Michael J Belyea; Mark Sterling; Mark F Bocko
Journal:  J Med Internet Res       Date:  2015-10-16       Impact factor: 5.428

10.  Visual analogue scale (VAS) as a monitoring tool for daily changes in asthma symptoms in adolescents: a prospective study.

Authors:  Hyekyun Rhee; Michael Belyea; Jennifer Mammen
Journal:  Allergy Asthma Clin Immunol       Date:  2017-04-28       Impact factor: 3.406

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  3 in total

Review 1.  Sentiment Analysis in Health and Well-Being: Systematic Review.

Authors:  Anastazia Zunic; Padraig Corcoran; Irena Spasic
Journal:  JMIR Med Inform       Date:  2020-01-28

2.  Evaluating Asthma Mobile Apps to Improve Asthma Self-Management: User Ratings and Sentiment Analysis of Publicly Available Apps.

Authors:  Marlene Camacho-Rivera; Huy Vo; Xueqi Huang; Julia Lau; Adeola Lawal; Akira Kawaguchi
Journal:  JMIR Mhealth Uhealth       Date:  2020-10-29       Impact factor: 4.773

3.  A mixed-methods analysis of younger adults' perceptions of asthma, self-management, and preventive care: "This isn't helping me none".

Authors:  Jennifer R Mammen; Kelsey Turgeon; Ashley Philibert; Judith D Schoonmaker; James Java; Jill Halterman; Marc N Berliant; Amber Crowley; Marina Reznik; Jonathan M Feldman; Robert J Fortuna; Kimberly Arcoleo
Journal:  Clin Exp Allergy       Date:  2020-10-18       Impact factor: 5.018

  3 in total

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