Immune-modulation and Anti-infection Properties of the Phytomedicine Echinacea
Bibliographic record
Abstract
Extracts of Echinacea species were used traditionally in North America forthe treatment of infections and wounds, and preparations derived from Echinaceapurpurea â€Âcytotoxic concentrations.The immune modulation is manifest in two ways: as a stimulation of phagocytosisand other functions in various types of immune cells, and as an antiinflammatoryagent in epithelial and other cells infected with proinflammatoryviruses and microbes. Studies of gene expression in infectedand uninfected cells have revealed that Echinacea extracts can bring aboutnumerous changes in expression of cytokine, chemokine, and many otherimmune â€Ârelated genes. Thus Echinacea causes many alterations in signalingpathways involved in control of various immunological functions, resulting incontrol of the invading pathogen and amelioration of associated symptoms.
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 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 | 0.001 |
| 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 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".