Helpful and Hindering Events in Internet-Delivered Cognitive Behavioural Treatment for Generalized Anxiety
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Anxiety disorders are a highly prevalent cause of impairment globally with generalized anxiety disorder (GAD) sharing many features with other anxiety disorders. AIMS: The present study investigated the helpful and hindering events and impacts for individuals with generalized anxiety who engaged with a supported 6-week online intervention based on cognitive behavioural therapy (iCBT). METHOD: Participants (n = 36) completed the Helpful and Hindering Aspects of Therapy (HAT) for each session. A descriptive-interpretative framework was used to analyse the data. RESULTS: Helpful events were identified by participants as CBT techniques including psychoeducation, monitoring, cognitive restructuring and relaxation, and found supporter interaction, mindfulness and reading personal stories helpful. The associated impacts were identified as support and validation; behavioural change/applying coping strategies; clarification, awareness, and insight; reassurance/relief; and self-efficacy/empowerment. Hindering events were identified as treatment content/form; and amount of work/technical issues, which led to impacts such as frustration/irritation; increased anxiety; and isolation. CONCLUSION: The implications of the results, potential future directions of research and limitations of the study are discussed.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it