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
Two sustainable polymer firms, Danimer Scientific and PureCycle, have updated investors on their businesses amid claims by short sellers that the companies are promising more value than they can deliver. Both companies recently went public via mergers with special purpose acquisition companies, or SPACs. Danimer’s merger in December 2020 was followed in April and May by reports from the short seller Spruce Point Management that claimed Danimer had exaggerated its production capacity, sales volumes, and prices. In a first-quarter earnings report, Danimer says production of its polyhydroxyalkanoate (PHA) resins reached 50% of capacity at its facility in Winchester, Kentucky. As a result, revenues grew 24%, to $13.2 million, from the first quarter of 2020. The firm says production will reach 100% of current capacity later this year. A larger facility in Georgia is in the works. Danimer had a net loss of $94.7 million for the quarter, in line with
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 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.002 |
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