Establishing Optimal Mental Health Care for Common Mental Disorders in Primary Health Care
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
Various definitions of health and mental health exist, however there is a generally persistent inclusion and acknowledgement of the importance of holistic elements such as environment and relationships. Integration of the physical, social, and mental aspects of an individual, through the social determinants of health is an important component in establishing the effective delivery of optimal mental health care. With increasing numbers of collaborative care teams, and mental health promotion strategies, primary health care is increasingly building its capacity to help respond to these holistic mental health care needs, with increased and more purposeful attention to the social determinants of health. Despite these steps in the right direction, a gap continues to exist in the delivery of mental health care and many people continue to struggle in accessing adequate treatment. In order to determine how best to proceed, it is important to understand what mental health is, what mental health care in primary health care looks like, what the existing challenges to the delivery of mental health care in primary health care are, and what other models have been successful in integrating the social determinants of health and mental health into the primary health care system.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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 it