Floating Wetland Project: A One Health Action Addressing Agricultural Nutrient Runoff in Niagara-on-the-Lake
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
Nutrient loading refers to the process whereby excess nutrients, such as phosphorus (P) and nitrogen (N), enter bodies of water and deposit within the sediment. Nutrient loading commonly occurs as a result of human-generated changes to land cover causing an increase in nutrient availability. Agricultural runoff presents one of the largest contributors to nutrient loading, especially within Southern Ontario, Canada. Because higher than normal levels of N and P within bodies of water can affect the health of humans, non-human animals, and the environment, a One Health approach is needed to address the issue of agricultural nutrient loading. This article outlines a cost-effective, grassroots action designed to reduce excess nutrient levels within the Niagara River. It involves introducing floating wetlands to filter excess agricultural nutrients and improve water quality, generating healthier conditions for humans, non-human animals, and the environment.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| 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