Development of Micropropagation Technologies for St. John's wort (<i>Hypericum perforaturm L.</i>): Relevance on Application
Bibliographic record
Abstract
Introduction Phytopharmaceuticals are medicinal plant preparations with a long history of anecdotal evidence of efficacy, extensive biochemical characterizations, proven effectiveness in placebo-controlled clinical trials and in some cases, standardization and sale with a Drug Identification Number (DIN). Hypericum perforatum (St. John's wort) is a medicinal plant with a long history of use for the treatment of neurological disorders and depression (1, 2, 3, 4). In 1998, 7.5 million Americans used St. John's wort for the treatment of neurological disorders and depression (5) based on a demonstrated efficacy in numerous clinical trials (3). In 1997, the National Institute of Health (NIH), Office of Alternative Medicines, began a 3-year-study costing $4.3 million to compare the effects of H. perforatum, a placebo and a standard anti-depressive drug in patients suffering from mild depression (6). Regardless of the outcome of the NIH study, it will be necessary to solve several ongoing problems with preparations
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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 | 0.001 | 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".