Eye movement desensitisation and reprocessing: part 2 – wider use in stress and trauma conditions
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
SUMMARY Eye Movement Desensitisation and Reprocessing (EMDR) is an established psychotherapy that utilises repetitive, bilateral stimulation, such as saccadic eye movements, to treat the symptoms associated with traumatic experiences. Much of the attention EMDR has received has focused on its use in treating post-traumatic stress disorder (PTSD), which has resulted in its inclusion in several treatment guidelines. There is, however, emerging evidence that suggests a promising role for EMDR in managing a wide range of other mental and physical health conditions. High-quality studies demonstrate the efficacy of EMDR in managing conditions such as anxiety disorders, obsessive–compulsive disorder, major depressive disorder and chronic pain. Preliminary studies have also investigated its use in conditions such as bipolar disorder, eating disorders, substance misuse, psychotic disorders and sleep disturbances. The major studies exploring these applications of EMDR, outside of PTSD, are reviewed in this article.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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