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 – A New Skin Cancer Warning to the Over 60s AUSTRALIA – Joint Venture to Establish up to 12 ATOS Wellness Centers in Australia AUSTRALIA – New South Wales to Allow Cultivation of Genetically Modifed Canola CHINA – Nanodrug for Pig's Foot-and-Mouth Disease CHINA – Project for a Joint Biodiversity Lab in Yunnan Underway CHINA – New Plants for Biofuel INDIA – Texas Instruments — Indian Institute of Technology Pact INDIA – Ranbaxy and Department of Biotechnology Tie-up for R&D INDIA – Ayurvedic Association Agreement with American Herbal Association INDIA – Indo-Dutch Ties Set to Further Advance Agribiotech Research INDIA – Girl Undergoes Surgery in India to Gain Height INDIA – Bioserve to Set up New Facility in Hyderabad with US$2 Million Investment INDIA – Intas is Setting up India's First Plasma Fractionation Facility JAPAN – AnGes Launches Naglazyme in Japan KOREA – Health Institute Finds Needle-free Vaccination Method KOREA – Scientists Find Gene Promoting Liver Cancer Growth MALAYSIA – Dubai Group Invests in Southeast Asia's Largest Biodiesel Plant MALAYSIA – Malaysia on Track to Become Biotech Hub NEW ZEALAND – Blood Donors May Actually Become “Healthier” SINGAPORE – Scientifc Pioneer Davor Solter Joins A*STAR to Nurture Next Generation of Researchers and Clinician-Scientists SINGAPORE – Rockeby and National University of Singapore to Jointly Develop World's First Rapid Diagnostic Test Kit for Hand, Foot and Mouth Disease SINGAPORE – Singaporean Research Team Develops First Cytotoxic Antibody against Undifferentiated Stem Cells SINGAPORE – Singapore is Set to Promote Clinical Research in Public Hospitals SINGAPORE – Singapore Heart Foundation to Raise Awareness of Heart Disease among Women SINGAPORE – New Research Center Gets US$127 Million for Cancer Research SINGAPORE – Wyeth to Expand State-of-the-Art Nutritional Manufacturing Facility in Singapore TAIWAN – Taiwanese Patient Lives without Heart for 16 Days TAIWAN – Joint Canada-Taiwan Biofuel Development Project Announced TAIWAN – Researchers Find New Way to Probe Liver THAILAND – Thai Scientist Cracks Rice Gene
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) | 0.000 | 0.000 |
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