USES OF ST. JOHN'S WORT (HYPERICUM PERFORATUM L.)
Bibliographic record
Abstract
St. John’s Wort is a plant known and used by people for a very long time. It has multiple uses, as shown below. Its properties include antispasmodic action, astringent action, curative effects, vasodilating effects, hypotensive effects, anti-inflammatory and cholagogic effect, antiseptic, antibiotic, and anti-diarrheal effect. They also favor the epithelialization process, rush the healing of the injuries; determine an increase of the vascular lumen by relaxing the smooth vessel muscles, increasing the blood inflow within that area. It is also useful in case of ulcers (gastric, duodenal or leg ulcers), burns and other external injuries; bronchitis and inflammations of the urogenital system; colitis and cholecystitis; depressive conditions. It can be used internally for treating indigestion, hematuria and enterocolitis, while externally, it is used to treat wounds.
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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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".