Sustainable Cultivation Concepts for Domestic Energy Production from Biomass
Bibliographic record
Abstract
Referee: Dr. J. Grant McLeod, Semiarid Prairie Agricultural Research Centre, Research Branch, Agriculture and Agri-Food Canada, P.O. Box 1030 Swift Current, Saskatchewan S9H 3X2, Canada According to the European Union, biomass will play a major role in the substitution of fossil fuels with renewable resources. Biomass will contribute 83% to the increased use of renewable resources by the year 2010. In contrast to other solar energy sources, plant biomass is always available and can be converted into energy continuously. An important objective in the production of energy crops on arable farm land should be to realize a high net energy yield and fulfill obligations in the field of environmental protection. The “double cropping system” was developed to meet these obligations. Silaging as a conservation method for wet biomass makes this sustainable cultivation system possible. It includes a diverse array of crops and provides the opportunity to integrate rural organic wastes into this energy concept. The mode...
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.
How this classification was reachedexpand
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 | 0.002 |
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".