Improving mental health services for homeless youth in downtown Montreal, Canada: Partnership between a local network and ACCESS Esprits ouverts (Open Minds), a National Services Transformation Research Initiative
Bibliographic record
Abstract
AIM: In many parts of the world, there is growing concern about youth homelessness. Homeless youth are particularly vulnerable to psychological distress, substance use and mental disorders, and premature mortality caused by suicide and drug overdose. However, their access to and use of mental health care is very limited. METHODS: The Réseau d'intervention de proximité auprès des jeunes (RIPAJ), a Montreal network of over 20 community stakeholders providing a wide array of cohesive services, was created to ease homeless youth's access to mental health and psychosocial services. Its philosophy is that there should be no "wrong door" or "wrong timing" for youth seeking help. In 2014, the network partnered with the pan-Canadian transformational research initiative, ACCESS Esprits ouverts. RESULTS: Created through this partnership, ACCESS Esprits ouverts RIPAJ has been promoting early identification through outreach activities targeting homeless youth and agencies that serve them. An ACCESS Clinician was hired to promote and rapidly respond to help-seeking and referrals. By strengthening connections within RIPAJ and using system navigation, the site is working to facilitate youth's access to timely appropriate care and eliminate age-based transitions between services. A notable feature of our program, that is not usually evident in homelessness services, has been the engagement of the youth in service planning and design and the encouragement of contact with families and/or friends. CONCLUSION: Challenges remain including eliminating any remaining age-related transitions of care between adolescent and adult services; and the sustainability of services transformation and network coordination. Nonetheless, this program serves as an example of an innovative, much-needed, community-oriented model for improving access to mental health care for homeless youth.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".