Associations among threat prediction error, prediction change, and anxiety during an exposure therapy analogue in adults with healthy to clinical social anxiety

Contemporary exposure therapy models for anxiety argue that exposures must generate threat prediction error to be effective. More research is needed to test this claim in clinical settings. This study explored how threat prediction error learning relates to outcomes during an exposure analogue procedure. Adult undergraduate psychology students (N = 125) experiencing a broad range of social anxiety symptoms from healthy to clinical levels of social anxiety completed 667 online speech performance exposures over two testing sessions separated by a week (approx. 3 speeches/session). Self-reported anxiety, threat prediction, threat outcome, and surprise were measured for each exposure and used to derive learning indicators. These included threat prediction error, prediction change, and the extent that prediction errors were converted to prediction change (i.e., learning rate). We examined between- and within-person relationships between these learning indicators and outcomes over exposure using multilevel modelling. Average prediction change and prediction error learning rate, but not average prediction error per se, was associated with more anxiety reduction across the exposure. Within-person, anxiety was lower after exposures that triggered more prediction change. Threat prediction error was not linearly associated with anxiety at the next exposure. Higher threat prediction error during an exposure was associated with greater subjective surprise for that exposure. We concluded that exposure outcomes depend on how much the patient converts exposure-related prediction errors into threat prediction change. Future research should focus on strategies to enhance the prediction-error learning rate from exposures.

Authors

Institutions

Publication Details

Journal
Behaviour Research and Therapy
Published
2025-02-20
DOI
https://doi.org/10.1016/j.brat.2025.104709
Citations
3
Primary Topic
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
Type
article
Field-Weighted Citation Impact
6.35

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Associations among threat prediction error, prediction change, and anxiety during an exposure therapy analogue in adults with healthy to clinical social anxiety

Andre Pittig, Kim L. Felmingham, Lisa Phillips, Chris Winkler
3 citations
Behaviour Research and Therapy
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
6.35
article

Associations among threat prediction error, prediction change, and anxiety during an exposure therapy analogue in adults with healthy to clinical social anxiety

Andre Pittig, Kim L. Felmingham, Lisa Phillips, Chris Winkler
article en
3 citations

Abstract

Contemporary exposure therapy models for anxiety argue that exposures must generate threat prediction error to be effective. More research is needed to test this claim in clinical settings. This study explored how threat prediction error learning relates to outcomes during an exposure analogue procedure. Adult undergraduate psychology students (N = 125) experiencing a broad range of social anxiety symptoms from healthy to clinical levels of social anxiety completed 667 online speech performance exposures over two testing sessions separated by a week (approx. 3 speeches/session). Self-reported anxiety, threat prediction, threat outcome, and surprise were measured for each exposure and used to derive learning indicators. These included threat prediction error, prediction change, and the extent that prediction errors were converted to prediction change (i.e., learning rate). We examined between- and within-person relationships between these learning indicators and outcomes over exposure using multilevel modelling. Average prediction change and prediction error learning rate, but not average prediction error per se, was associated with more anxiety reduction across the exposure. Within-person, anxiety was lower after exposures that triggered more prediction change. Threat prediction error was not linearly associated with anxiety at the next exposure. Higher threat prediction error during an exposure was associated with greater subjective surprise for that exposure. We concluded that exposure outcomes depend on how much the patient converts exposure-related prediction errors into threat prediction change. Future research should focus on strategies to enhance the prediction-error learning rate from exposures.

Behaviour Research and TherapyVol. 187
The University of Melbourne (AU), University of Göttingen (DE)
University of Melbourne, National Health and Medical Research Council, Melbourne School of Psychological Sciences
Openalex Percentile: Top 5%
Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
6.35
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.