Biomass availability in eastern Ontario for bioenergy and wood pellet initiatives
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
Interest in wood-based bioenergy and pelletization is growing in Ontario, and the province is taking steps to encouragethese new technologies. A survey of eastern Ontario sawmills was conducted to assess residue production and availabilityfor bioenergy and pellet applications. Approximately 259 000 oven dry tonnes of sawmill residues are produced annuallyin eastern Ontario, but most of this fibre is absorbed by existing markets and would not be available for bioenergy orpellet initiatives. However, another source of wood fibre exists that is both abundant and unutilized: traditional pulpwood.While establishment costs of bioenergy and pellet facilities are high, pulpwood is locally available in large quantities.Given the right incentives, bioenergy and pelletization could provide alternative energy sources and support the forestindustry and rural economy. Key words: sawmill residue, wood biomass, bioenergy, pellets, eastern Ontario
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