Recovery Colleges After a Decade of Research: A Literature Review
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
OBJECTIVE: Since the first recovery college (RC) opened in England in 2009, many more have begun operating around the world. The body of knowledge regarding the effects of RCs is growing, suggesting their benefit to recovery, well-being, goal achievement, knowledge, self-management, social support, reduced stigma, and service use. The objective of this review was to establish the state of knowledge about RCs from current empirical literature and to document the methods used to evaluate them. METHODS: In consultation with an international expert panel, two independent evaluators performed a literature review with no date limits on publications in the Medline and Scopus electronic databases. RESULTS: A total of 460 articles were found, and 31 publications were retained. RC attendance was associated with high satisfaction among students, attainment of recovery goals, changes in service providers' practice, and reductions in service use and cost. CONCLUSIONS: To our knowledge, this is the first literature review of peer-reviewed publications about original studies evaluating the impacts of RCs, including studies pertaining to students, health service providers' practices, education and management practitioners, and citizens. Quantitative studies with a high level of evidence were underrepresented and should be considered as a future evaluation design. Furthermore, outcomes such as empowerment and reduced stigma should be assessed with standardized tools. The impact of RCs on attendees, family, friends, and caregivers and on the everyday practice of health service providers who attend RCs for continuing education or as tutors should also be assessed.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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