Pharmacognostic studies on Hordeum vulgare L.
Bibliographic record
Abstract
Barley has been cultivated since long in northern India. The important producers of barley are U.S.S.R., China, U.S.A., Canada, India and countries bordering the Mediterranean, Which together contribute more than 50% of the total world production. In India it is found in Uttar pradesh, Rajasthan, Bihar, Punjab and Madhya pradesh, West Bengal, Himalchal Pradesh, Jammu and Kashmir. The shoots are diuretic. The seed sprouts are demulcent, expectorant, galactofuge, lenitive and stomachic. The seed is digestive, emollient, nutritive, febrifuge and stomachic. It is taken internally as a nutritious food or as barley water (an infusion of the germinated seed in water) and is of special use for babies and invalids. Its use is said to reduce excessive lactation. Barley is also used as a poultice for burns and wounds. Resent research has shown that barley may be of aid in the treatment of hepatitis, whilst other trials have shown that it may help to control diabetes. Barley bran may have the effect of lowering blood cholesterol levels and preventing bowel cancer. Hence an attempt is made to study its detailed pharmacognosy.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.006 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".