Herbal Remedies: The Good, The Bad, and The Ugly
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In recent years the use of herbal remedies has increased in western society, bringing withit an increase in the risk and frequency of adverse effects and interactions with conventional prescription and proprietary medications. Problems asociated with herbal remedies include lack of quality control, lack of government regulations regarding safety and efficacy, a paucity of clinical trials and inadequate information on adverse effects and drug-herbal interactions. This article discusses these problems in the context the historical evolution of botanical-source medications and reviews problems associated with specific herbals including those with serious toxicity such as ephedra, borage, coltsfoot and calamus, as well as those with demonstrated interactions with conventional drugs such as St. John's wort. Mechanisms are discussed where known. Some two dozen individual herbs are tabulated with respect to their traditional use, pharmacological activity and potential for interactions. The potential for herbal remedies to serve as a source for new prescription drugs is also discussed.
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.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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