Review article: possible beneficial effects of coffee on liver disease and function
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
BACKGROUND: Coffee is consumed by 50 percent of Americans every day. After oil, coffee is the second most valuable commodity in the world. In recent years a number of studies have suggested potential health risks associated with coffee consumption; however, the results are controversial. Whilst coffee has been reported to increase cardiovascular risk factors, other investigators have demonstrated its protective effects on diseases ranging from type 2 diabetes to Parkinson's disease. A number of investigators have focused their attention on the relationship between the consumption of coffee and liver disease. AIM: To examine the published literature to date in an attempt to establish the presence of an hepatoprotective effect of coffee. METHODS: Using PubMed, we identified published studies and review articles relating to the effect of coffee consumption on diseases of the liver. CONCLUSION: A number of studies have reported the beneficial effects of coffee on abnormal liver biochemistry, cirrhosis and hepatocellular carcinoma. At the present time the mechanism of this effect remains unclear as does the ''dose'' required to achieve these benefits.
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) | 0.001 | 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 | 0.001 |
| 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