Outreach youth health service in school setting: a retrospective case study
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
This case study documents the journey of an outreach youth clinic from its inception to its current practice. It reviews the barriers and enablers to attending the outreach youth clinic as well as determining the health concerns that have prompted young people to access the service. A case study method was applied to review agency evaluation reports and open-ended feedback surveys completed by service users. An ongoing reflective health practitioner's journal was also kept by the clinicians. The results identify sexual and reproductive health, and mental health, as the main concerns for which young people seek help. Additionally, confidentiality and privacy issues are of concern, while parental and caregiver's understanding acts as an enabler for young people to obtain better health. Multi-agency collaboration is highlighted while the significance of a robust connection between the collaborating services and leadership from the school is also recognised. The outreach youth clinic is providing a youth-specific service that has had good utilisation. However, a solid collaboration with the school and the community health sector is crucial if a service such as this is to be maintained and sustained.
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 | 0.007 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it