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 Abstract BABY BOOMER HEALTH DYNAMICS: HOW ARE WE AGING?, edited by Andrew V. Wister. Toronto, Canada: University of Toronto Press Incorporated, 2005, 239 pages, hardcover, $29.95. Reviewed by Jane Norman. BREAKING BREAD, NOURISHING CONNECTIONS PEOPLE WITH AND WITHOUT DISABILITIES TOGETHER AT MEALTIME, edited by Karin Melberg Schwier and Erin Schwier Stewart. Baltimore, MD: Paul H. Brookes Publishing Co., 2005, 280 pages, softcover, $4.95. Reviewed by Rosanne DiZazzo-Miller. THE FRUGAL SENIOR, edited by Rich Gray. Sanger, CA: Quill Driver Books, 2006, 215 pages, softcover, $2.95. Reviewed by Leo Uzych. IMPACT OF TECHNOLOGY ON SUCCESSFUL AGING, edited by Neil Charness and K. Warner Schaie. New York, NY: Springer Publishing Company, 2003, 319 pages, hardcover, $9.95. Reviewed by Julia A. Greenawalt. WHISTLING WOMEN: A STUDY OF THE LIVES OF OLDER LESBIANS, edited by Cheryl Claassen. Binghamton, NY: The Haworth Press Inc., 2005, 284 pages, softcover, $9.95. Reviewed by Angela Johnston.
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 | 0.000 |
| 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 | 0.001 |
| 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