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
SUMMARY This paper, presented as part of a symposium at the 9th North American Blueberry Research and Extension Workers Conference, Halifax, Nova Scotia, Canada, August 18-21, 2002, traces the early history of the wild blueberry (Vaccinium angustifolium, Aiton, and Vaccinium myrtilloides, Michaux) in eastern North America. Wild blueberry production is traced from consumption of native blueberries by animals and native North Americans, through early commercial production in Canada and the United States, up to the present time. Different management methods adopted as the scientific knowledge increased are described. Early management consisted of burning fields one spring and harvesting the fruit in August of the following year. Over the last century, several new practices have been introduced to increase blueberry yields. These include the oil burner, the flail mower, the mechanical harvester, increased use of selective herbicides, increased use of managed pollinators, and extensive land leveling.
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