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
Nova Chemicals and Enerkem will collaborate on technology to make ethylene from municipal solid waste. Enerkem runs a plant in Edmonton, Alberta, that gasifies the waste and converts the resulting synthesis gas—a mixture of carbon monoxide and hydrogen—into methanol and ethanol. Purdue University has licensed rare-earths extraction and purifying technology based on ligand-assisted chromatography to Hasler Ventures. The process is better for the environment than conventional acid-based methods used to produce the important electronic materials, Purdue says. DSM has agreed to make 2.8 million nose swabs for COVID-19 test kits in the Netherlands within 3 months. It took the firm 2 weeks to establish a swab production system on Dutch soil following a call for help by the Dutch government. Ecoinno, a Hong Kong–based start-up, has received a $6 million investment from the Alibaba Entrepreneurs Fund to make a biodegradable composite out of leftovers from processing bamboo and sugar cane.
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) | 0.002 | 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 it