Liquid chromatography-electrospray mass spectrometric studies of ginkgolides and bilobalide using simultaneous monitoring of proton, ammonium and sodium adducts
Why this work is in the frame
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Bibliographic record
Abstract
A liquid chromatographic-electrospray mass spectrometric method was developed for the determination of ginkgolides and bilobalide and was applied to the analysis of commercial products of Ginkgo biloba leaf extracts. Adducts of these compounds with ammonium, proton and sodium were detected and their relative abundance depended on the electrospray fragmentor voltage. The relative standard deviation (RSD) was improved from > 17% to < 6%, when three adduct ions of (M + H)+, (M + NH4)+ and (M + Na)+ were used for quantification compared with single ion monitoring. The characteristic mass spectra of bilobalide were different from those of ginkgolides; in particular, dimers of (2M + Na)+ were observed for bilobalide only. Analysis of 26 commercial ginkgo products revealed large variations in the composition and concentrations of ginkgolides and bilobalide in herbal products.
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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 | 0.001 |
| 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