Derivatization of Carbohydrates
Bibliographic record
Abstract
The monosaccharides comprise a number of isomers and homologues having very similar structures, basically composed of hydroxymethyl or hydroxymethine groups linked to each other. In reducing monosaccharides the hemiacetal group is at the reducing ends in addition to these polyhydroxylated basal structures. There are other series of monosaccharides with the ketal or carboxyl group instead of or in addition to the hemiacetal group. Substitution of the hydroxyl group by the hydrogen atom or the amino group produces the deoxy sugar or the amino sugar, respectively. All these functional groups give monosaccharides hydrophilic properties. With the exception of monosaccharide residues containing a carboxyl group, detection of these compounds following chromatographic and electrophoretic separation is rendered difficult owing to their inherent lack of chromophores in the ultraviolet (UV) and visible spectrum regions. Obviously, oligosaccharides and polysaccharides composed of these monosaccharide units have a similar shortcoming with respect to their detection.
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".