Expectations weigh heavily for TiO2, but who is protecting the secrets?
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
''Stable TiO 2 prices that have prevailed over the past few quarters remained in place in many contracts at the start of 2014. However, buyers did not always accept the roll-over of TiO 2 prices into the new quarter,'' the report explained. [Ellen Kullman] admitted that she had spent ''more time than I ever thought I would need on intellectual property protection,'' adding, ''I think it is a reality (...) It's just not one country, it's just not one science or technology. I think it's something every company faces in this ''TiO 2 is a very tough process. It is as much intellectual property as it is know-how and just because you can build a plant doesn't mean you can run a plant. We are very strong on protecting our intellectual property. We designed the plant specifically for China, given the geography and the access to all of the support facilities one would need, and we did it in a way that enabled us to protect what we were doing there,'' she added.
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 | 0.001 | 0.002 |
| 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 | 0.000 |
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