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Statistical Conceptualisation of Mood Instability: A Systematic Review
Iona Cairns1, Kim Wright1, Gordon Taylor2
1Department of Psychology, Faculty of Health and Life Sciences, University of Exeter, Washington Singer Labs, Perry Road, Exeter EX4 4QG, UK.
Researchers reviewed statistical methods for real-time mood instability assessment using Experience Sampling Methodology (ESM). Standardizing these methods is recommended to improve clinical outcomes for mood disorders.
Area of Science:
- Psychiatry
- Psychology
- Data Science
Background:
- Mood instability is a key feature in psychiatric conditions.
- Current methods for real-time mood instability calculation lack clarity.
- Experience Sampling Methodology (ESM) is increasingly used for mood data collection.
Purpose of the Study:
- To systematically review statistical methods used in ESM studies of mood instability.
- To identify and categorize the diverse statistical approaches employed.
- To provide a foundation for standardizing mood instability assessment.
Main Methods:
- Systematic literature review of studies using ESM for mood data.
- Identification and tabulation of all statistical methods utilized.
- Analysis of method frequency and co-occurrence.
Main Results:
- 15 distinct statistical methods were identified across 229 papers, used 319 times.
- Over a third of studies (33%) employed multiple statistical methods.
- 17% of studies used different methods for specific affect dynamics.
Conclusions:
- A wide variety of statistical methods are currently used for mood instability research.
- Standardization of statistical methods is crucial for robust future research.
- Standardized methods will enhance understanding and clinical outcomes for mood difficulties.
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