Synthesis and potential application of slowly digestible starch
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
Slowly digestible starch (SDS) has gained significant attention for its potential health benefits attributable to its extended glucose release. The gradual and steady release of glucose from SDS helps manage diabetes, cardiovascular disease, and obesity by stabilizing blood sugar levels, reducing insulin resistance, and supporting weight control. The formation of SDS is significantly influenced by starch sources and modification techniques used. Various approaches, including physical, chemical, enzymatic, and genetic modifications, have been developed to enhance SDS content. SDS has broad applications in the food, pharmaceutical, and other sectors, including the manufacture of low-glycemic-index foods, controlled-release medications, sports drinks, and energy bars. This review provides a comprehensive overview of SDS, focusing on the raw materials involved in its production, various modifications for its formation, and its applications.
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