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 – Origins of plague: Scientists reveal the cause of one of the most devastating pandemics in human history. AUSTRALIA – Admedus releases interim phase I results for Herpes study. CAMBODIA – Study tags cause of malaria drug resistance in Cambodia. JAPAN – Discovery of mechanism by which sex hormone regulates aggressive behavior. SINGAPORE – Singapore's first influenza vaccines demonstrates favorable immunogenicity and tolerability in clinical testing. SINGAPORE – Scientists from Genome Institute of Singapore and Stanford University show RNA architecture expanding understanding of human genetics. SINGAPORE – “Bio-Timer” that synchronizes growth. SINGAPORE – Researchers make new discovery of protein as a promising target for treatment of anaplastic thyroid carcinoma. AFRICA – African project aims to stop rats in their tracks. AFRICA – African monsoon project to benefit crops and healthcare. CANADA – Cancer researchers discover pre-leukemic stem cell at root of AML relapse. EUROPE – Understanding heart failure at the cellular level. INDIA – Africa and India cultivate agricultural research ties. UNITED STATES – Three major genes set feather hue in pigeons. UNITED STATES – Mouse study shows gene therapy may be possible cure for Hurler syndrome. UNITED STATES – The ultimate decoy: Scientists find protein that helps bacteria misdirect immune system.
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 | 0.005 | 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