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
China Made Great Stride in Biotechnology Over Last 15 Years. First Asian Biotech Summit to be Held in China. International Biotechnology Exhibition to Kick off in Beijing. Sino-Canadian Bioscience Lab Set up in Xinjiang. China Join Hands with Russia, Belarus and Ukraine in Science and Technology. Hong Kong, Taiwan and Mainland China Urged to Cooperate in Bio-Pharmaceutical Development. India Seeks More US Funds for Farm R&D. Incidence of Pulmonary Disease Diagnosed as Asthma High in India. Japanese Biotech Industry Seeking to Establish Ties with Europe. Korea Spends Half the Agriculture Budget to Subsidize Farming Sector. NZ Biotech Sector to Overtake Meat Industry in Eight Years. Singapore and Japan Strengthen R&D Ties. Biotechnology in Asia 2002 to be Held in Singapore. Singapore Sets up New Infectious Diseases Center.
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