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
Refractory-grade bauxite production is estimated to be around 2m tpa. Guyana and China are the top producers of calcined bauxite for refractories. According to the USGS, Guyana produced around 1.6m tonnes bauxite, which includes refractory grade bauxite, in 2014. In 2012, global reported bauxite production peaked at 2.2m tonnes. Exports in 2012 totalled more than 610,000 tonnes at an average value of $308/tonne FOB China. By the end of 2013, exports increased to nearly 770,000 tonnes, but the average value fell to $261/tonne, she adds. This trend continued into 2014, when exports surged again to nearly 870,000 tonnes, but values inched down slightly to $252/tonne. From January to August 2015, exports remained stable compared to the same period in 2014 at 560,000 tonnes, but average values have again slipped to $232/tonne. Alan Roughead, CEO of Canada-based First Bauxite, concurs with [Gary Kolstad]. Demand for sintered bauxite proppants is extremely weak following the decline
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 | 0.000 |
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