Microbial Respiration and Urease Activity of Two Calcareous Soils Amended with Paper Sludge
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
Manufacturing of paper produces sludge regard as a good source of carbon and some nutrients for soil can enhance productivity of plants. Incubation experiments were investigated to evaluate the effect of paper sludge resulted by Government paper mill, Basrah province, Iraq on microbial respiration (CO2 evolution) and urease activity as well as soil pH development of two calcareous soils (Al-Zubair and Abul-Khasib). Paper sludge added to soils with the following levels: 0.0,0.5,1.0,1.5,2.0,4.0,6.0,8.0 and 10.0% of the dry soil. Each parameter was assayed at incubation periods of 10, 20 and 30 days. Results showed that CO
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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 | 0.007 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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