Fertility management for industrial hemp production: Current knowledge and future research needs
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 Until recently, commercial cultivation of industrial hemp ( Cannabis sativa L.) was illegal in the United States. Industrial hemp is cultivated for multiple purposes including fiber, seed, and biomass production; each requiring a different agronomic system which may require different nutrient and fertility recommendations. However, there is limited peer‐reviewed research available on hemp plant fertility requirements and soil‐nutrient removal. This essentially multiplies the research effort needed to generate scientifically sound fertigation recommendations. Some fertility research has been published from European and Canadian studies, but as cultivation of hemp increases in the U.S. researchers and extension personnel will be asked to generate recommendations for profitable hemp cultivation. This creates a need for new, updated, and relevant fertility research to form the basis of peer‐reviewed recommendations. This article reviews and summarizes the current state of peer‐reviewed industrial hemp fertility research and we pose ideas for future fertility studies necessary for the development of industrial hemp fertilizer recommendations.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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