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
Singapore's Khoo Teck Puat Hospital achieves HIMSS Analytics Stage 6. PSR-Agility wins second consecutive ROAR Award for “Best Orphan Drug CRO”. Ooredoo Myanmar maternity app “maymay” wins bronze at 2014 Stevie Awards for Women in Business. Vietnam and IRRI jointly craft strategy to boost country's rice industry. Cognizant completes acquisition of TriZetto, creating a fully-integrated healthcare technology and operations leader. Teduglutide granted orphan drug designation in Japan. Murata joins Singapore's EcoCampus initiative. AbbVie acquires manufacturing facility in Singapore; further expands capabilities in Asia. Regen BioPharma acquires University of Toronto cancer stem cell intellectual property. Vetter opens office to support growing Asian healthcare market. Ceapro's research scientist, Bernhard Seifried, Ph.D., honored with Scientific Achievement & Innovation Award from BioAlberta. U.S. Department of Agriculture awards telemedicine grant to Good Samaritan Hospital. UCB and Daiichi Sankyo partner to bring treatment to people living with epilepsy in Japan. Amgen opens Next-Generation Biomanufacturing Facility in Singapore. Women dominate Rice Scientist awards.
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 | 0.001 | 0.001 |
| 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