Structure‐Functions Relationship of Modified Starches for Pharmaceutical and Biomedical Applications
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 Modified starch is widely used in pharmaceutical and biomedical sciences. Various modifications such as functionalization, reorganization of the structure, or depolymerization may be used to tune ionicity, hydrophilicity, mucoadhesion, susceptibility to amylolysis by α‐amylase, or porosity. These chemical, physical, or enzymatic modifications modulate and adapt the properties of starches to different usages as tablet excipients, drug carriers, transdermal patches, injectables, wound dressing materials, transient embolizants, scaffolds, and stents. Through an understanding of the starch structure, this Review aims to aid the design of new starch materials for biomedical and pharmaceutical applications. The correlation between structure and properties is analyzed and various phenomena are discussed from this perspective, with particular eye toward the envisaged functionality of new starch‐based materials.
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