Bibliographic record
Abstract
The biorefinery concept offers a unique opportunity to build on Alberta‟s strengths. It provides the chance to improve the lot of rural, resource-dependent communities by creating an alternative, value-added destination for agricultural and forest biomass. It has the potential to add valuable new export products to the trade balance, diversifying and strengthening Alberta‟s economy. Finally, it will help Alberta reach the targets set by the Kyoto Protocol in a fashion that creates new opportunities, rather than attacking and penalizing the existing provincial economy. The generation of combinations of power, fuel and products through the careful manipulation of biomass is an idea that has only recently begun to see commercialization around the world. As in petroleum refineries, a huge number of products and services will eventually be derived from the biorefinery. These products can be expected to change and evolve as the biorefinery concept is developed by science and technology and exploited by markets. Early entries into this field take a certain risk, but stand to reap tremendous rewards. Products that can be expected from the biorefinery include raw power in the form of heat
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 | 0.000 | 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) | 0.047 | 0.001 |
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; both teacher heads agree on what is shown here.
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".