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 — ANSTO Gets Four-Year Funding. China — Studies of Breast Cancer Diagnosis Technology get Support from Government. China — Tri-vaccine Against Low Pathogenic Avian Influenza Developed in Henan. China — Peregrine Opens Subsidiary in China and Launches New Lung Cancer Therapy. China — National Academy of Sciences Honors Six HHMI Researchers. China — China and Canada Sign Science and Technology Cooperation Agreement. China — Aida's Cancer Drug Enters Phase II Trials. China — Guangdong on Alert Against SARS During Spring Festival. China — A Chinese Court Fines Two Companies for Patent Infringement of Viagra. China — Italy Welcomes TCM. Hong Kong — Hong Kong on High Alert Against Bird Flu. India — ClinTec International to Expand Operations in India. India — India May be the Birthplace of One of the World's Deadliest Killers — Tuberculosis. India — India to Implement Centralized Licensing in 5-Year Span on Therapeutic Basis. Indonesia — Indonesia Plans to Get Kits for Faster Bird Flu Diagnosis. Japan — Japan Confirms A New Bird Flu Case. Japan — Bayer Signs Imaging Deal with Japan Firms. Malaysia — Malaysian Company to Produce Bioethanol from Nipah Palm Tree. New Zealand — AstraZeneca Provides Alternative Supply of Adrenaline for New Zealand. Singapore — Singapore Government to Pass Health Product Bill. Singapore — ImmuneRegen Ships Viprovex to Singapore Defense Lab. Singapore — Duke-NUS Graduate Medical School Receives S$80 Million Donation. Singapore — S*BIO and Karolinska Institutet Ink Research Pact. Singapore — New Neurosurgical Center Boosts Singapore as a Hub of Medical Excellence. Taiwan — Scholarship Scheme for Taiwan Students of Traditional Chinese Medicine. Taiwan — World's First Liver Genome Library Complete. Taiwan — Local Researchers Help with the Sequence of Parasite Genome Project. South Korea — Scientists Discover Anti-AIDS Protein Mechanism. South Korea — South Korea Confirms New Highly-Virulent Bird Flu Case. Thailand — Thai Police Seize Illegal Bird Flu Vaccine. Vietnam — Bird Flu Hits Sixth Province in Vietnam's Mekong Delta.
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 | 0.006 | 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