Bibliographic record
Abstract
A hub for biobased chemicals firms in Sarnia, Ontario, will grow by two companies working to scale up their manufacturing processes. California-based start-up Origin Materials will build a demonstration facility at the hub to make p-xylene, a precursor for polyethylene terephthalate (PET), from lignocellulosic biomass. Origin earlier partnered with Nestlé Waters and Danone to develop 100% biobased PET beverage bottles. Meanwhile, S2G BioChem will build a demonstration plant to make 2,000 metric tons per year of xylitol, propylene glycol, and ethylene glycol from sugar. Xylitol is a sugar alcohol that is used as a low-calorie sweetener. Bioindustrial Innovation Canada will provide undisclosed funding for the S2G project. Both firms expect to construct their facilities in 2018. The Sarnia hub is already home to succinic acid maker BioAmber. Comet Biorefining plans to open a cellulosic dextrose plant there in 2018.
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 | 0.001 | 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".