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
Throughout the province of Quebec, Canada, there are more than 40 native plant species producing edible fruits. From these species, it appears that some have the potential to be grown on a commercial basis. In 1996, many cultivators specialized in different horticultural crops, expressed their interest in diversifying their enterprises. To fulfill the needs of these cultivators, the Research and Development Institute for the Agri-Environment (IRDA), along with Ministere de l'Agriculture, des Pecheries et de l'Alimentation du Quebec, began to work on a native fruit development program. Since then, the plants that are being studied include the native species of the genus Rubus, Amelanchier, Viburnum and Aronia, respectively called blackberry, juneberry, cranberrybush and black chokeberry. The objectives of the program are to select individual clones in the wild that display interesting agronomic characteristics and to evaluate their performance as fruit crops; to develop plant production schemes; to determine cultural requirements; to identify major pests and diseases and develop integrated pest management programs; to transform these fruits into different high-value products and to carry out market research. The touristic aspect also represents an important part of the project. Six plantings, each designed by a landscape specialist, have been carried out on six farms in the Quebec city area. Twelve different clones of blackberry and seven different clones of juneberry were evaluated on these private farms and at the IRDA's Research Farm. The work accomplished to date is, of course, a first step in developing native fruit crops. Valuable cultivars of blackberry and juneberry will be released on a small scale. However, research will continue to improve the quality of these cultivars. Extensive pests and diseases surveys have also been conducted. Plant production schemes are available and high-value products have been developed. A production guide will soon be available.
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