HCB2043 HBB2043 HAB2043 CORPORATE COMMUNICATION
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
THE PHONE RINGS.You answer.You hear a computerized voice."This is Bell Canada.You have a collect call from."followed by a short snippet of a name.It's a name you don't know.The person on the other end of the line is calling from prison, and is a person living with HIV/AIDS (PHA). 1 This prisoner needs your support.If you've never worked with people living with HIV/AIDS who are incarcerated, you probably want to help, but don't know where to begin.You may have no idea how the prison system works, or may not be aware of what healthcare rights prisoners have.For those of you with no experience in prison work, this manual will give you enough background information, service/program ideas, and strategies to allow you to get the work done.If you already work with prisoners, this manual may reinforce some of your own conclusions, but it should also give you some new ideas to incorporate into your work.It provides detailed information and strategies to enable you to better defend the rights of prisoners, and further expand the availability and accessibility of HIV/AIDS services.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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