Emerging Role of Palliative Care in Patients with Advanced Liver Disease
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
Advanced liver disease is increasing in mortality and morbidity worldwide, as a result of growing alcohol consumption, obesity, and viral hepatitis infection. Alongside efforts to reduce these factors, it is clear that we must identify the considerable palliative care needs of these patients in order to improve quality of life and reduce symptom burden. Our review focuses on the current state of palliative and end-of-life care for patients with advanced liver disease, the significant associated symptom burden in this disease group, identified level of involvement and potential benefits of specialist palliative care, as well as possible barriers to accessing this care. We demonstrate that although palliative care involvement varies considerably worldwide, there is much opportunity for improvement. Further research is needed to determine new interventions and models of care that may improve access for patients with liver disease, including an expansion of providers comfortable with generalist palliative care.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 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