Taurine: Absorption to Excretion in the Human Body and Applications in Food Engineering
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 prominent role of taurine in human health has garnered extensive attention recently. This undoubtedly elevates the application of taurine in functional foods and food engineering. This review, in conjunction with recent research advancements, conducts a detailed examination of the processes of taurine absorption, transportation, synthesis, and excretion, and discusses the influencing factors in each process. It also collates and analyzes the application limits of taurine in various food categories and related safety research reports in seven countries, namely the European Union, the United States, Canada, Australia, New Zealand, China, and Japan. Furthermore, it provides an overview of the use of taurine as a stabilizer, preservative, and in other aspects in food engineering. Finally, it is discussed that artificial intelligence and machine learning have considerable application value in the intelligent monitoring of the taurine processing process.
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