Selected article for: "clustering method and data set"

Author: Chan, Sunny Ho-Wan; Yu, Chong Ho; Liu, Ken Ho Kan; Lau, Charlie; Fung, Anna On Yee; Tse, Samson
Title: Evaluating the emotion regulation of positive mood states among people with bipolar disorder using hierarchical clustering
  • Cord-id: gzft0ri6
  • Document date: 2021_9_19
  • ID: gzft0ri6
    Snippet: BACKGROUND: People with bipolar disorder (BD) frequently struggle with the recurrence of affective symptoms. However, the interplay between coping mechanism and positive mood state remains under-researched. AIM: To explore the associations among behavioral approach system (BAS) sensitivity level, coping, and positive mood states among people with BD. METHODS: Using a cross-sectional study design, 90 participants with BD were presented with four BAS-activating life event scenarios and assessed wi
    Document: BACKGROUND: People with bipolar disorder (BD) frequently struggle with the recurrence of affective symptoms. However, the interplay between coping mechanism and positive mood state remains under-researched. AIM: To explore the associations among behavioral approach system (BAS) sensitivity level, coping, and positive mood states among people with BD. METHODS: Using a cross-sectional study design, 90 participants with BD were presented with four BAS-activating life event scenarios and assessed with regard to their BAS trait sensitivity, coping flexibility, and mood states. A hierarchical clustering method was used to identify different groups with different styles of coping. Multiple hierarchical regression analyses were conducted to examine the mediating and moderating roles of different components of coping on mood states. RESULTS: A three-cluster solution was found to best fit the present data set. The findings showed that a low mass of coping combined with low BAS sensitivity level protects people with BD from detrimentally accentuating mood states when they encounter BAS-activating life events. Moreover, coping flexibility is demonstrated to mediate and moderate the relationships between BAS sensitivity level and mood states. Specifically, subduing the perceived controllability and reducing the use of behavioral-activation/emotion-amplifying coping strategies could help buffer the effect of positive affect. CONCLUSION: The judicious use of coping in emotion regulation for people with BD when encountering BAS-activating life events was indicated. Practical applications and theoretical implications are highlighted.

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