Open-Access Single-Session Therapy in the Context of Stepped Care 2.0
Bibliographic record
Abstract
Single-session, or one-at-a-time, open-access care is central to the mental health care system transformation process now underway in several parts of Canada. Single-session principles align well with a mental health recovery strategy and the new Stepped Care 2.0 (SC2.0) model under consideration across Canada. SC2.0 provides a framework for integrating single-session open-access care within the broader mental health ecosystem. Through continuous co-design the model connects values and addresses inevitable tensions that arise when attempting system integration. Model development and scaling is still in the early stages. More work needs to be done, including both program evaluation and independent research. Continued critical attention is the only way to maximize impact at a population level. With open access to an array of resources, organized to meet people where they are in terms of readiness, functioning and capacity for engagement, population mental health is possible. This paper highlights the importance and effectiveness of open-access counseling in a stepped care framework.
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.
How this classification was reachedexpand
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 | 0.001 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".