Earthworms and agricultural systems: Status of knowledge and research in Canada
Bibliographic record
Abstract
Since the ratification of the United Nations Convention on Biological Diversity, there has been increased interest in issues related to biodiversity, particularly with respect to soil biodiversity and the influence of agricultural practices. This paper is one of a series of papers contributing to a state of the art review initiated by Agriculture and Agri-Food Canada on the status of soil biodiversity research in Canada, particularly with respect to agroecosystems. The objectives of this paper are to provide an overview of earthworm species distribution in Canada by province and territory, and to review research that illuminates our understanding of the ecological relationships of earthworms in agricultural systems. Most Canadian earthworm species are considered exotics having generally been dependent on human activity for their introduction and dispersal throughout the Canadian landscape. Twenty-seven earthworm species have been identified so far in Canada; of these, eight species are native to North America. Suggestions for future research on earthworm biodiversity within an agricultural context are discussed including: the need for increased spatial and temporal information on earthworm distributions across Canada, particularly with respect to Canada’s varied agroecosystems and landscapes; information on the ecology of earthworms with respect to their contributions to the soil system and their interactions with other soil fauna; the need for ecosystem process models relating earthworm contributions to soil structure formation and transport of materials and nutrients within the soil system; and the need to determine threshold levels of earthworm species associations in order to optimise effectively their contributions to soil quality and plant growth. To facilitate these studies, expansion of taxonomic expertise and capability across Canada will be required. Key words: Earthworms, agroecosystems, ecology, species distribution, soil biodiversity
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.008 | 0.020 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".