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
ASIA – circRNA : A key to unlocking pluripotent stem cells for regenerative medicine or other innovative medical technologies. ASIA – Extralchromosomal telomere repeat DNA activates cytosolic DNA sensing pathway and influences ALT development. ASIA – Landmark genetic study better predicts stomach cancer. ASIA – Confined movements: How cells form tubes in confined spaces. ASIA – Genomics reveals key macrophages’ involvement in systemic sclerosis. ASIA – Indonesian halal scientist wins King Faisal Prize for Service to Islam. ASIA – Kyoto University and Fujitsu launch joint research project to advance medicine using AI. AMERICAS – Study shows blood test can detect eight types of cancer. AMERICAS – Canadian patients to benefit from major investment in genomics and precision health research.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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