Connecting plant species and natural products from the Canadian prairie ecological zone to biomedical knowledge
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
Natural products from plants in Canadian ecological zones are understudied. There are, however, sound scientific arguments to justify investigation of natural products from plant species found within these zones. Here, we review a broad range of scientific and local literature describing the features of the Canadian prairie ecological zone and the Asteraceae taxonomical family. Species from Asteraceae are well represented in the prairie ecological system, although very few have been investigated for natural products with biomedical properties. Data from a range of sources that address ecological interactions, abiotic features, and Traditional Knowledge provide a foundation for future scientific studies of plant natural products found within Canadian borders. We draw from discoveries of the Asteraceae family and one of its major classes of secondary metabolites, sesquiterpenes, to stimulate research of Asteraceae species in Canada.
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 | 0.001 |
| 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