The Utilization of Recycled Gypsum as a Soil Amendment
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
Road salt, specifically sodium chloride (NaCl), is commonly used in Canada as a de-icer to keep roadways safe during the winter months. However, the increasing amounts used annually contaminate water systems and soils with hazardous levels of chemicals, posing a threat to humans, non-human animals, and the environment. As previous initiatives to address this issue have been expensive and difficult to implement, a One Health approach is required to minimize the impacts of road salt use. This article proposes a non-toxic solution to reduce the impacts that road salt has on all aspects of the One Health triad. This solution involves the use of recycled gypsum from clean drywall as a soil amendment to reverse road salt-induced damage to the soil. This practice would also reduce the amount of construction waste that ends up in landfills. If deemed successful, this practice could be expanded to other areas in Canada to mitigate the damage of road salts on the ecosystem.
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