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
Australia, NZ and Canada in Joint Indigenous Health Research. New Glycemic Index for Food Packaging. US Grant for China to Fight AIDS. China Allocates Major Funding to Agricultural Technology. International Symposium on Biosafety of GMOs in Beijing. Hepatitis Vaccine to be Cheaper in India. Alarming Rate of Childbirth Death in Indonesia. Japan to Launch Biotechnology Panel. Study Shows Half of Japan's Population Insomniac. Students Tested for Meningitis after Two Deaths. Pacific Rim Biotechnology Conference in New Zealand. Chemical Synthesis Plant to Boost Drug Development. Singapore to Stop Giving Incentives to New Blood Donors. Taiwan and Canada in Biotech Collaboration. Overprescription of Antibiotics in Taiwan. Southern Taiwan Calls for Agricultural Tech Center. Tea Tree Oil Rises in Popularity. New Cancer Center Established. Thais Spending More on Medicines.
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 | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.003 |
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