Integrating writing into psychotherapy practice: A matrix of change processes and structural dimensions.
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 on therapeutic writing indicates that it can offer a range of physical and psychological benefits. There is no consensus, however, concerning how writing achieves these benefits. To address this question, the authors propose a matrix framework with emotional-cognitive change processes (what can be activated) along its horizontal dimension and abstract-concrete structure (how the processes are activated) along its vertical dimension. On the horizontal dimension, writing can encourage clients who are distant from their emotional world to approach or to modulate emotional intensity, and to create meaning and coherence. Along the vertical dimension, these processes can be activated through tasks that vary in structure, including programmed writing, diaries, journaling, autobiography, storytelling, and poetry. Finally, the authors consider constraints on writing that apply to particular client groups. The matrix framework is meant to encourage clinicians to use therapeutic writing and to assist researchers in framing questions to advance our knowledge of writing as a therapeutic practice. (PsycINFO Database Record (c) 2010 APA, all rights reserved).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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