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
Tomatoes with a taste for salt You'd hardly look to tomatoes for cutting-edge research news, but advances in genetic engineering have just turned the spotlight on that juicy red salad ingredient. Eduardo Blumwald, pomology professor at the University of California, Davis, and Hong-Xia Zhang, apostdoc in the botany department at the University of Toronto, report that genetically modified tomato plants flourish on a diet of 200-mM saltwater and produce fruit that's healthy looking and tasty [ Nat. Biotechnol., 19, 765 (2001)]. Extending this salt tolerance to other crops would be a boon to agriculture in vast regions of the world where farming is compromised by the adverse effects of salty irrigation water or saltdamaged soil. Typically, plants exposed to high salt concentrations dehydrate and die. But the genetically modified tomato plants manage to thrive on saltwater because the researchers engineered the plants to produce high levels of Na + /H + antiport, a transport protein that provides plants with ...
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 | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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