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Computerised adaptive testing across the paranoia continuum
Daniel Freeman1,2, Sinéad Lambe3,2, Felicity Waite3,2
1Experimental Psychology, University of Oxford, Oxford, England, UK daniel.freeman@psy.ox.ac.uk.
BMJ Mental Health
|November 12, 2025
Summary
Computerised adaptive testing (CAT) accurately assesses paranoia using fewer than half the questions of a full scale. This efficient method shows promise for psychosis services.
Area of Science:
- Psychiatry
- Psychological Measurement
- Health Services Research
Background:
- Assessing psychotic experiences is crucial for tailoring and monitoring treatment.
- The heterogeneity of psychosis makes comprehensive assessment batteries impractical.
- Computerised adaptive testing (CAT) offers a solution by presenting the most informative questions, reducing assessment length.
Purpose of the Study:
- To evaluate the potential of a CAT for paranoia to reduce the number of presented items by half.
- To assess the accuracy and efficiency of CAT in measuring paranoia across diverse populations.
Main Methods:
- Utilized item response theory (IRT) properties of the 10-item Revised Green et al Paranoid Thoughts Scale (Persecution).
- Conducted CAT simulations on four datasets: a UK adult survey (N=10,382), a psychosis clinical trial (N=319), an NHS male psychosis cohort (N=836), and a persecutory delusions trial (N=89).
- Employed the graded response model, concluding the test when the standard error of estimation fell below 0.3 or five items were answered.
Main Results:
- The CAT administered an average of 4.0-4.2 items per person across the datasets.
- Achieved high correlations between CAT scores and full-scale paranoia scores (0.87-0.95).
- Observed minimal systematic error (mean bias scores: -0.01 to -0.10), with least precision at the boundary of normal and elevated paranoia.
Conclusions:
- CAT can provide accurate paranoia estimates using less than half the items of the full scale across the paranoia continuum.
- Tailored testing via CAT appears effective for individuals with psychosis.
- CAT presents a viable method for implementing measurement-based care in psychosis services.
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