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Relationship between duration of sick leave and time variation of words used in return-to-work programs for depression.
- Source :
- Work; 2024, Vol. 77 Issue 3, p981-991, 11p
- Publication Year :
- 2024
-
Abstract
- BACKGROUND: Return-to-work (RTW) programs are provided as rehabilitation for people who have taken sick leave from work because of mental health problems. However, methods to present this information to workplaces objectively remain limited. OBJECTIVE: This study aimed to conduct an exploratory investigation of the relationship between duration of sick leave and time variation of words used in RTW programs for depression from textual data collected from electronic medical records as a new evaluation indicator. METHODS: The study subjects were those who had taken sick leave because of major depressive or adjustment disorder and had participated in an RTW program. The study data comprised demographic characteristics and texts. Textual data were collected from electronic medical records and classified based on the SOAP note. Thereafter, the textual data were quantified into category scores based on a standard text analysis dictionary. A generalized linear mixed model was used for the statistical analysis, with the score for each category (emotional, social, cognitive, perceptual, biological, motivational, relativity, and informal) as the dependent variable and the duration of sick leave, time, and interaction between the duration of sick leave and time as the independent variables. The level of statistical significance was set at 0.05. RESULTS: In total, 42 participants were included in the analysis. The results revealed a significant interaction between the social (p = 0.001) and emotional (p = 0.002) categories. CONCLUSION: The findings suggest a relationship between word changes in electronic medical records and the duration of sick leave. [ABSTRACT FROM AUTHOR]
- Subjects :
- SICK leave
RISK assessment
PSYCHOTHERAPY
STATISTICAL models
HUMAN services programs
DATA mining
DATA analysis
RESEARCH funding
REHABILITATION of people with mental illness
MULTIPLE regression analysis
WORK environment
ENCYCLOPEDIAS & dictionaries
QUESTIONNAIRES
EMOTIONS
SOCIAL perception
NATURAL language processing
DESCRIPTIVE statistics
ADJUSTMENT disorders
MOTIVATION (Psychology)
ELECTRONIC health records
RESEARCH
MEDICAL records
ACQUISITION of data
VOCABULARY
COGNITIVE therapy
MENTAL depression
EMPLOYMENT reentry
TIME
INDUSTRIAL hygiene
EMPLOYMENT
SOCIAL classes
Subjects
Details
- Language :
- English
- ISSN :
- 10519815
- Volume :
- 77
- Issue :
- 3
- Database :
- Complementary Index
- Journal :
- Work
- Publication Type :
- Academic Journal
- Accession number :
- 175959738
- Full Text :
- https://doi.org/10.3233/WOR-230083