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
is a strategic and necessary partner for Tianqi's operations going forward. In terms of capital markets, [Talison] would be very accretive to Tianqi, Jonathan Lee, battery technologies and materials analyst for the Canada-based consultancy, said. Under the terms of the Scheme Implementation Agreement [currently held with Rockwood], Talison is at present prohibited from discussing or negotiating the Tianqi proposal or granting due diligence access, as contemplated the Tianqi proposal. In the meantime, the Scheme Implementation Agreement remains effect, and there can be no certainty that a transaction giving effect to the Tianqi proposal will be pursued or implemented. Previously, Talison said that in the absence of a superior proposal, the Talison Board unanimously recommends that Talison Security holders vote favour of the acquisition by Rockwood Holdings, Inc.
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) | 0.001 | 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