Surface-NMR on a terminal moraine in Yoho National Park (BC, Canada) to assess storage capability
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
For determination of protease activity it is possible to use immunoglobulins. Since proteolytic products apparently do not retain substrate antigenic determinants, it is possible to use ELISA methodsfor monitoring for enzymatic process. ELISA determination of functional activity of specific IgA1-protease has been applied not only for detection of this enzyme, but also for measurement of its inhibition constants. Fixed on a micropanel IgG may be used for evaluation of total proteolytic activity. Depending on pH values, it is possible to measure activity of neutral, alkaline and acid proteases. This approach has allowed to estimate total proteolytic activity of neutral proteases of serum. Measurement of a total level of serum pepsinogene activity can have diagnostic importance in gastroenterology, due to decisive contribution of pepsinogen I to the measured activity.
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 | 0.001 |
| 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