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
Biorefinery,as a brand-new research area has gained much attention all over the world.A biorefinery is a facility that integrates biomass conversion processes and equipment to produce fuels,power,and chemicals from biomass.Biorefinery concept is built on two platforms:sugar platformandsyngas platform,and is regarded as the most potential bio-industry.The pulp and paper industry which has the infrastructure and experience in managing and processing large amount of biomass is in a unique position to be evolved into Integrated Forest Biorefinery(IFBR)that produces high value-added products such as ethanol,polymers,special chemicals,in addition to the traditional pulp and paper products.This paper reviewed current state of research in biorefinery,especial on the development of the key technologies in lignocellulosic ethanol.Some practical models of pulp and paper integrated biorefinery were discussed.The paper also introduced our current biorefinery project in cooperation with AV Nackawic,FPInnovations-Paprican and NBCC.
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