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
Disclosure: Clara C. Chan is not on any Advisory Boards and has not consulted for any companies in the last 12 months. She has received travel and honorarium for speaking at meetings supported by Allergan in the last 12 months. She has no stocks, equity, and contract of employment or named position within any for-profit company. Edward J. Holland is on the Advisory Boards for Alcon Laboratories and has consulted to Abbott Medical Optics, Advanced Vision Research Inc., Alcon Laboratories, Allergan, Bausch & Lomb, Inspire Pharmaceuticals, Ocusoft, QLT Phototherapeutics Inc., Senju Pharmaceutical Co. Ltd., and Wavetec Vision Systems Inc. in the last 12 months. He has received travel and honorarium for speaking at meetings supported by Allergan, Bausch & Lomb and Alcon Laboratories Inc. as well in the last 12 months. He has no stocks, equity, and contract of employment or named position within any for-profit company.
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) | 0.001 | 0.001 |
| 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) | 0.002 | 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