Core20PLUS5: His Majesty’s Prison and Probation Service – an approach to address inequities in healthcare for people in contact with the criminal justice system
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
People involved in the criminal justice system are one of the population target cohorts of Core20PLUS5, a national National Health Service (NHS) England approach to support reduction of healthcare inequalities. For the health and justice system to be socially equitable, fair and just, the leadership across the health landscape has a central role to play to ensure this vulnerable group has an equitable opportunity for improved healthy life expectancy, regardless of their multiple disadvantages. On the 75th year of the inception of the NHS, this article is a call to action to bring about sustainable change through data reporting, digital innovation, accelerating preventative programmes and system leadership in order to achieve equitable access, excellent experience and optimal outcomes. It acknowledges the detrimental impact of crime and the importance of improving a range of health and social outcomes for this group.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it