Physico-chemical characteristics of wheat distillers dried grain with solubles sourced from a Saskatchewan ethanol plant
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
The proximate composition and the effect of moisture content on particle size and particle distribution, bulk and particle densities, color, flow properties, compression characteristics, moisture sorption behavior, and frictional properties of plant-sourced wheat distillers dried grains with solubles (DDGS) were assessed. Proximate composition significantly differed between samples obtained from two production batches. Protein content of wheat DDGS was higher while its fat content was lower compared to published corn DDGS values. Most of the physical properties were significantly affected by moisture content. Under the Carr classification system, plant-sourced wheat DDGS was considered as fairly flowable and floodable and may require measures to assure flow and prevent flushing. The Kawakita-Ludde and Guggenheim, Anderson and De Boer (GAB) models adequately described its compression characteristics and moisture sorption behavior, respectively.
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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