Training Curriculum: Human Resources and Administrative Investigations (Facilitator’s Guide)
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 enclosed Human Resources and Administrative Investigations curriculum was developed by the Project on Addressing Prison Rape at American University, Washington College of Law as part of contract deliverables for the National PREA Resource Center (PRC), a cooperative agreement between the National Council on Crime and Delinquency and the Bureau of Justice Assistance (BJA). The Prison Rape Elimination Act (PREA) standards served as the basis for the curriculum’s content and development, with the goal of the Human Resources and Administrative Investigations curriculum to satisfy specific PREA standards requirements.\nIt is recommended that the Human Resources and Administrative Investigations curriculum be reviewed in its entirety before choosing which modules to use. Any alterations to the original materials require either acknowledgement during their presentation or removal of the PRC and Project on Addressing Prison Rape logos.\nBJA is currently undergoing a comprehensive review of the enclosed curriculum for official approval, at which point the BJA logo may be added.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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