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
Abstract Cover Story Ensure sexual harassment policies comply with the ED's new guidance Follow new compliance guidelines outlined in the ED's sexual harassment letter Learn from other OCR investigations how to prevent problems Briefs Center gives clothes to job seekers Court OKs campus gun ban Dangerous students barred from campus App could help recovering addicts Assessment Advice Share results via ‘data dashboards’ Generating Opportunities Hire student affairs development officer to alleviate budget strain Student Conduct Decrease conduct caseload to improve outcomes Resources/Managing Your Office Hire a racially diverse staff Resources Address LGBT bullying with survey data Retain Hispanic students with best practices Find Facebook tips on university blog You Be The Judge Was police officer liable for damages in drunken students' arrest? Law & Campus DEATH Student‐athlete car accident leads to lawsuit DISCRIMINATION Medical leave of absence didn't violate student's rights FREE SPEECH Court approves restrictions on free speech areas Leaders & Innovators SUSAN GOTTHEIL, VICE PROVOST (STUDENTS), UNIVERSITY OF MANITOBA Take steps to collaborate with academic affairs
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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) | 0.001 | 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