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
This chapter reviews the soil fertility aspects of cropping systems in dryland regions. Certain trace elements may reduce crop quality, impair productivity, or transfer through plant uptake into the food chain leading to health concerns in livestock and humans. The trend toward greater cropping intensity and reduced fallow is expected to continue with more adoption of continuous cropping. Management practices to improve functional or nutritional quality of crops grown for food may become increasingly important. Pharmaceutical crops may be grown that contain nutraceutical phytochemicals that may aid in the prevention of treatment of cancer, hypertension, heart disease, and a range of other ailments. Phosphorus deficiency can reduce both respiration and photosynthesis, but when respiration is reduced more than photosynthesis, carbohydrates will accumulate, leading to dark green leaves. Phosphorus seemed to delay whole plant and tiller senescence, which would contribute to both high grain yields and high protein concentration.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| 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 it