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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.683 | 0.487 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".