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 IS conference reflects on recent change, considers sector's place in the future Registration opens for Foundations on the Hill Communications Manage negative social media comments effectively, confidently Conferences/Events Vancouver hosts sustainability conference Grantmakers convene in San Diego for training MD nonprofits get sneak peek at legislative priorities Governance Board speed dating introduces emerging leaders to nonprofits NTEN experts share tips to handle negative social media comments Disaster Planning Nonprofits, businesses meet to coordinate future disaster relief efforts Employment Law Personnel policies should include specific references to terminated employees Employer's failure to present live witnesses lets allegedly guilty employee off The totality of the circumstances is key Quick Looks Brief sheds light on growth of nonprofit sector New York Life supports child bereavement programs Sage quarterly survey: Nonprofits optimistic about fundraising Coca‐Cola donates $1 million to Turkey earthquake relief
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) | 0.000 | 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