Bibliographic record
Abstract
AUSTRALIA – Mosquito Parasite Could Control Dengue CHINA – China has Twice the Global Average of Drug-Resistant Tuberculosis CHINA – 80 000 Antibiotics Abuse-related Deaths Annually CHINA – Bird Flu Found in Chicken from China CHINA – China on Alert following Bird Flu Death CHINA – Chinese Dairies to Compensate Tainted Milk Victims' Families CHINA – New Insulin Resistance Tricks Found CHINA – World's First Plant Chromosome Atlas CHINA – Project Launched to Study Structure of Proteins CHINA – Fake Diabetes Drug Linked to Two Deaths CHINA – Birth Defects Rising in Polluted China INDIA – India Culls Poultry in Darjeeling After Bird Flu INDIA – India Introduces Second-Line Anti-retroviral Treatment in Eight States INDIA – Indian Medical Tourism to Reach US$1.9 billion by 2015 INDIA – Canadian and Indian Ministers Sign Pact on Agriculture Cooperation INDIA – 6000 year-old Rice Species Discovered in Meghalaya INDIA – Genetics to Help Conserve Rare Bird Species JAPAN – Coating the Protein Enhances Disease-fighting Capability JAPAN – Scientists Isolate Genes that Made 1918 Flu Lethal JAPAN – Researchers in Japan Develop All-round Flu Vaccine PHILIPPINES – Ebola Reston Virus Found in Filipino Farm Worker SINGAPORE – New Method to Create iPS Cells SINGAPORE – Ray of Hope for Liver Cancer Sufferers SINGAPORE – Bacteria Improve Energy and Cost Efficiency in Water Treatment TAIWAN – Secrets of “Speciation” Gene Unravelled TAIWAN – Initial Breakthrough in Poultry Vaccine Development TAIWAN – Taiwan Gains Direct Access to WHO VIETNAM – Doctors Report First Drug Hypersensitivity Syndrome VIETNAM – Public Advised Serious Caution Against Bird Flu NORTH AMERICA – Kids of Pregnant Drinking Mums will Like Booze NORTH AMERICA – High Functional Diversity in Mycobacterium Tuberculosis Driven By Genetic Drift And Human Demography NORTH AMERICA – Newly Discovered Tuberculosis Protein May Help Explain Bacterium's Resilience NORTH AMERICA – U.S. Patent For Diagnostic Technology Awarded To URMC, Lighthouse Biosciences EUROPE – Structure Mediating Spread of Antibiotic Resistance Discovered EUROPE – New EU Pesticide Regulations Could Undermine Battle against Malaria EUROPE – iPill – The Smart Drug Delivery that can “Call” the Doctor EUROPE – What Drives Locusts to Swarm
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.823 | 0.711 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".