Mindfulness-based Cognitive Group Therapy: Adaptation and Practical Recommendations for Virtual Delivery
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The novel SARS-CoV-2 (COVID-19) pandemic has hastened the adoption of virtual services, including telepsychology, to maintain services for clients with mental health concerns. While mindfulness-based cognitive therapy (MBCT) for relapse prevention for many psychiatric disorders has been effectively adapted into an internet-delivered platform, there is little guidance provided in the literature on effective implementation of virtual group MBCT. This brief report provides guidelines for adapting group MBCT to synchronous virtual delivery via videoconference. Practical recommendations to overcome challenges associated with virtual delivery of group therapy for future clinicians and practitioners are also described. Such recommendations are based on the delivery of two synchronous online MBCT groups in an outpatient mental health clinic at a metropolitan Western Canadian public health center.
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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 | 0.001 | 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) | 0.002 | 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