Transport of Residual Soluble Salts and Total Sulfur through Intact Soil Cores Amended with Fresh or Composted Beef Cattle Feedlot Manure for Nine Years
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
ABSTRACT Composting of beef cattle (Bos Taurus) manure may increase the soluble salt (Ca, Mg, Na, K) and total sulfur (S) content and increase transport through the soil. Little research has been conducted on comparing transport of these chemicals through soil amended with composted (CM) manure versus fresh feedlot manure stockpiled for up to two months (FM). Our objective was to determine if the transport of these chemicals was greater for CM compared to FM when annually applied at 77 Mg ha−1 dry wt. for nine years to a clay loam soil. Intact soil cores were taken from a field experiment in the spring of 2007. Deionized water was applied to the soil cores in the laboratory under steady-state (4.9 cm d−1) and unsaturated conditions. Residual chemical concentrations in effluent were measured and breakthrough curves and cumulative mass loss curves obtained. The peak concentrations of K and total S; flow-weighted mean concentration (FWMC) and mass loss for Na, K, and total S; and recovery of Mg, Na, K, and t...
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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