Management of Lifestyle Factors in Individuals with Cirrhosis: A Pragmatic Review
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
Lifestyle-related factors are major determinants/modifiers of prognosis in patients with cirrhosis. Accumulating evidence indicates that malnutrition, obesity, sedentary lifestyle, alcohol and smoking habits, and likely poor oral hygiene can increase the risk of progression of the disease, and some of them are linked to higher risk of hepatocellular carcinoma. Importantly, lifestyle-related factors can be largely corrected, and as such they represent an attractive approach to be added to etiological and pharmacological therapy in patients with cirrhosis. Nonetheless, lifestyle is often neglected in this population. In this concise review, the authors present evidence supporting lifestyle changes in patients with cirrhosis-including, but not limited to, nutrition and physical activity in malnourished and obese patients. They also discuss some elements of motivational interviews as a tool to support a better interaction between hepatologists and patients in this field.
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) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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