Beyond botany to genetic resource preservation: the S.P. Vander Kloet <i>Vaccinium</i> collections<sup>1</sup>This article is part of a Special Issue entitled “A tribute to Sam Vander Kloet FLS: Pure and applied research from blueberries to heathland ecology”.
Bibliographic record
Abstract
Sam P. Vander Kloet, botanist, traveled the world examining and obtaining specimens to redefine infrageneric taxonomic units within Vaccinium L., family Ericaceae. Besides his botanical treatises, his legacy includes herbarium voucher specimens and ex situ genetic resource collections including a seed bank and living plant collections at the Agriculture and Agri-Food Canada Research Centre, Kentville, Nova Scotia, Canada; the K.C. Irving Environmental Science Centre and Harriet Irving Botanical Gardens, Acadia University, Wolfville, Nova Scotia, Canada; the Canadian Clonal Genebank, Harrow, Ontario, Canada; and the US Department of Agriculture, Agricultural Research Service, National Clonal Germplasm Repository, Corvallis, Oregon, United States. Sam P. Vander Kloet’s collections include representatives of wild Ericaceae with special emphasis on collections of North American and subtropical endemic Vaccinium species. These reference collections are significant and represent a lifetime of dedicated research. Representatives of his heritage collections have now been deposited not only in American genebanks (in Canada and the United States) but also in the World Genebank in Svalbard, Norway, for long term conservation and future evaluation of Vaccinium for the service of humanity. The bequest of his wild collected germplasm will continue to be available to facilitate utilization of an extended Vaccinium gene pool for development and breeding throughout the world.
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.
How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".