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Optimized short-forms of the Cognitive Distortions Questionnaire
Amanda S Morrison1, Berk Ustun2, Arielle Horenstein3
1Department of Psychology, California State University, East Bay, Hayward, CA, USA.
Developed short-form versions of the Cognitive Distortions Questionnaire (CD-Quest) using machine learning. The 9-item and 5-item scales accurately measure cognitive distortions, making assessment more accessible.
Area of Science:
- Psychology
- Psychometrics
- Machine Learning
Background:
- The Cognitive Distortions Questionnaire (CD-Quest) is a valuable tool for assessing cognitive distortions.
- Its full length can be a barrier in time-limited settings.
Purpose of the Study:
- To develop brief, hand-scorable short-forms of the CD-Quest.
- To maintain high accuracy in measuring cognitive distortions with fewer items.
Main Methods:
- Utilized the RiskSLIM machine learning method to create short-form scales.
- Optimized item selection and integer weights to maximize concordance with the full CD-Quest score.
- Trained models on US undergraduate data and validated on diverse international samples.
Main Results:
- A 9-item short-form accurately reproduced full CD-Quest scores (R² = 90.4-93.6%) across validation samples.
- A 5-item ultra-short-form demonstrated good accuracy (R² = 78.2-85.5%).
Conclusions:
- Brief, accurate short-forms of the CD-Quest were successfully developed.
- These versions enhance the feasibility of measuring cognitive distortions for users with limited time and resources.
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