Crowberry (Empetrum): A Chief Arctic Traditional Indigenous Fruit in Need of Economic and Ecological Management
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
The genus Empetrum (Ericaceae) is controversially classified taxonomically. It is conservatively treated as comprising one variable widespread circumboreal/circumarctic species, E. nigrum , usually known as black crowberry (although there are other fruit colors), and a comparatively localized circumantarctic species, E. rubrum , called red crowberry. For millennia in the Northern Hemisphere crowberries have been a valuable source of berries for Indigenous Peoples, and indeed Empetrum is one of the most important berry crops of the Arctic. It has recently begun to be marketed as a commercial processed fruit crop, with increasing evidence of possessing phenolic compounds of high value for nutrition and medicine. Ecologically, Empetrum is a keystone species, sustaining numerous birds and mammals, and dominating many tundra and heathland ecosystems through allelopathic toxins that exclude competitive plants. With climate change expected to greatly alter the northern world in the near future, there is considerable concern about the welfare of Empetrum .
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