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
Cabomba is a submerged aquatic plant that originates from two areas in the Americas – north-eastern Argentina and the south-eastern USA. Despite its restricted native distribution, it has been invading new habitats worldwide and has a large latitudinal range, from cold temperate lakes in Canada and Holland to tropical waters in Australia. It prefers the slow-moving waters of lakes and impoundments where it produces thick stands that reduce the abundance of native species, negatively affect irrigation and potable water treatment, and impede human activities such as boating, fishing and swimming. There are no sustainable methods to manage cabomba and a biological control research program was instigated by the CSIRO in 2003. Several potential biological control agents have been identified in the native range and on closely related plants in the Cabomba genus. The host-specificity of an aquatic weevil, Hydrotimetes natans, is being tested in quarantine.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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