Therapists' Perception of Benefits and Costs of Using Virtual Reality Treatments
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
Research indicates that virtual reality is effective in the treatment of many psychological difficulties and is being used more frequently. However, little is known about therapists' perception of the benefits and costs related to the use of virtual therapy in treatment delivery. In the present study, 271 therapists completed an online questionnaire that assessed their perceptions about the potential benefits and costs of using virtual reality in psychotherapy. Results indicated that therapists perceived the potential benefits as outweighing the potential costs. Therapists' self-reported knowledge of virtual reality, theoretical orientation, and interest in using virtual reality were found to be associated with perceptual measures. These findings contribute to the current knowledge of the perception of virtual reality amongst psychotherapists.
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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