Physico‐chemical and functional properties of legume protein, starch, and dietary fiber—A review
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
Abstract Legumes have gained increased dietary importance in recent years due to their recognized health benefits. Recent plant protein revolution has elevated legumes to the forefront from consumers' and food industry's perspective. Unlike cereal proteins and starches, there is a scarcity of information on the structural properties of legume starches. Consumption of legume‐derived dietary fibers have a positive impact on the human health, in particular, gut health, which is a current research focus for nutrition and health professionals. Knowledge of legume ingredients properties (e.g., protein denaturation, starch gelatinization, pasting, and thermal properties) could aid in understanding functionality and potential uses of these materials. The physicochemical, thermal, and the functional properties of legume proteins, starches, and dietary fibers are elucidated. Both the food ingredient manufacturers and research and development professionals in the food industry can benefit from the information provided in this review article.
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 | 0.001 |
| 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