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
Chemours chief financial officer Jonathan S. Lock has resigned from the company. Lock, along with then CEO Mark Newman and another executive, had been placed on leave from the company in February , pending an investigation into improper financial reporting. LyondellBasell Industries has secured a location in Knapsack, Germany, to build an integrated plastics recycling hub. The facility, set for completion in 2026, will sort waste plastics for use as feedstock for both mechanical and chemical recycling. MFG Chemical has acquired Puslinch, Ontario–based HP Polymers. HP makes resins and polymers for paint and coatings that go into metal, wood, marine, and specialty applications. Chemix has raised $20 million to scale up a process that uses artificial intelligence to search for higher-performing and less expensive battery materials. The company has gathered data from millions of battery charge cycles to train its AI program. Neo Performance Materials will buy 3,000 metric tons
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 | 0.001 |
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