The Future of Psychotherapy Outcome Research: Science or Political Rhetoric?
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
Although the relationship between research and clinical psychology has at times been conflicted, it has also been productive. Psychologists from both specialties have benefited from each others' work. The area of psychotherapy outcome research represents an important interface between the fields of clinical and research psychology. In an era of scarce resources and demands for accountability, there is pressure for researchers to justify the value of clinical practices. Recently, numerous articles have appeared recommending changes to the way psychotherapy research is conducted. The authors of these articles emphasize with urgency the importance of conducting and reporting research in a manner that will influence the decisions of policymakers and sanction funding for psychotherapy services. This article is an exploration of the impact of these recommendations, whose objective appears to be the promotion of psychological techniques for inclusion in clinical practice guidelines. It is argued that such recommendations may be in conflict with the philosophy and methods of science and may adversely affect public perception, perhaps leading psychologists to be seen as political lobbyists rather than clinicians and researchers.
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 | 0.012 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.005 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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