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
Abstract Canadian rice Zizania aquatica and Z. palustris has long been recommended for dispersal beyond its natural range, since it can be used as an agricultural crop and/or a means of improving forage supply for waterfowl on lakes. In the past, repeated attempts were made to introduce Canadian rice to Northwest Russia, including the water bodies in the Leningrad Region, the surrounding area of St. Petersburg. Observations and generalization of published data revealed “rice fields” occupying an area of several dozen hectares on four lakes. Canadian rice was likewise found to occur in small quantities on several other water bodies. This plant has naturalized, but has been dispersing slowly. Canadian rice occupies specific biotopes, namely, shallow waters with heavily silted substrates and no currents where local plants are scarce. Canadian rice poses no harm to local ecosystems. There is no interest in its commercial use, while the attitude toward the invasion is usually either indifferent or negative.
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) | 0.000 | 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