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
INDIA – Oral chlorea vaccine ‘offers protection for five years’. JAPAN – Gene discovery leads way to more rice. MALAYSIA – Top international hospitals to hold summit in Asia to address efficiency, patient safety issues. SINGAPORE – Study led by NUS scientists provides new insights into cause of human neurodegenerative disease. SINGAPORE – Recycled plastic proves effective in killing drug-resistant fungi. SINGAPORE – Singapore scientists engineer human stem cells and move closer to mastering regenerative medicine. SINGAPORE – A*STAR scientists discover novel hormone essential for heart development. SINGAPORE – New discovery on how skin cells form “bridges” paves the way for advances in wound healing and tissue engineering. AUSTRALIA – Pathogen study explores blocking effect of E. coli protein on immune system. CANADA – Alzheimer's risk gene may begin to affect brains as early as childhood. EUROPE – Simple blood test detects 85% of colorectal cancers and over 50% of polyps. JERUSALEM – New compound for slowing the aging process can lead to novel treatments for brain diseases. US – Older mice fed wolfberries show reduced risk for flu virus with vaccine diseases. US – Molecular sensor detects early signs of multiple sclerosis, Gladstone study finds. US – Scripps Research Institute scientists achieve detailed picture of key part of Hepatitis C virus. US – Researchers discover promising new treatment to help people with spine injuries walk better. US – Personalized vaccine for most lethal type of brain tumor shows promise.
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 | 0.001 |
| 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 | 0.001 |
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