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 – Two A*STAR scientists clinch prestigious 2015 EMBO Young Investigator Award. SINGAPORE – Philips Awarded Three Frost & Sullivan Excellence Awards for Visionary Healthcare Innovation and Performance. SINGAPORE – Indonesia Telehealth Company of the Year Award & Asia Pacific Telehealth Company of the Year Award. TAIWAN – ScinoPharm Changshu site completed US FDA Inspection. AUSTRALIA – Phylogica exceeds gold-standard for treatment of MYC-driven cancer. UNITED STATES – FDA approves new indications for Harvoni ® , Gilead's once-daily single tablet regimen for Chronic Hepatitis C. UNITED STATES – Researchers discover other enzyme critical to maintaining telomere length. UNITED STATES – Measuring immune cells before surgery may help predict recovery time, Stanford study finds. UNITED STATES – Nanopores could take the Salt out of Seawater. CANADA – Arch Biopartners receives Orphan Drug Designation from FDA for AB569.
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 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.005 | 0.003 |
| 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