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.
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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 | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".