Symptom-Specific Antioxidant Activity of Boreal Diabetes Treatments
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
Antioxidant activity of 35 medicinal plant species reported in the ethnobotanical literature to be used for three or more symptoms of diabetes or its complications by Indigenous Peoples in the boreal forest of Eastern Canada was related to 21 specific symptoms, with the greater the number of symptoms treated the greater the antioxidant activity of the species. Many of the top six symptoms associated with high antioxidant activity, sexual irritability, diarrhea, rheumatism/ arthritis, tonic, heart/chest pain and urinary conditions, are known to be treated with antioxidants, and symptoms associated with low activity which included swelling, abscesses/boils, general medicine and sores/wounds with oxidants. Clusters of symptoms found to be associated with high antioxidant activity within a species included diarrhea and heart/chest pain, tonic, sores/wounds, urinary problems, blood purifier, pregnancy and abscess/boils. Species used for numerous related symptoms of diabetes are of particular interest.
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 | 0.000 | 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) | 0.000 | 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