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
Rick Shearer, CEO of Emerge Energy and Superior Silica said that the lower crude oil prices were having a chilling effect on the frac sand market, stating in March that Emerge Energy and its Superior Sands subsidiary would work with customers to help them lower their total cost of sand on a delivered cost per-tonne basis. Following disappointing 2014 financial results, frac sand producer Victory Nickel also felt the impact of falling demand as, in mid-April, it temporarily suspended production at its Seven Persons (7P) frac sand plant in Alberta, Canada, due to slower than anticipated frac sand sales. As a result of market uncertainty in Canada and the US, a knee jerk reaction by predominantly the US-based frac sand retailers caused import frac sand prices in Canada to be reduced to levels that do not appear to be sustainable over the long term, Victory Nickel outlined in a statement.
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 | 0.000 |
| 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) | 0.005 | 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