Liver cirrhosis: Child-Pugh grading of cases seen in Nigeria
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
Child-Pugh grading is an important determinant of treatment options, surgical interventions and prognosis in chronic liver disease. Sixty-four liver cirrhosis patients (49 men, 15 women) seen at Ile-Ife, Nigeria were graded according to the Child-Pugh parameters. Only one (1.6%) was in Class A, while 21 (32.8%) and 42 (65.6%) were in Classes B and C, respectively. Thirty-four either had coagulopathy or were already in encephalopathy at the time of presentation. Hepatitis B virus-associated disease was present in 64% of the patients. Most Nigerian cirrhosis patients present with very advanced disease; they are thus poor-risk candidates for diagnostic procedures and surgery. Efforts should be intensified at making the diagnosis at a much earlier stage and universal immunization with the hepatitis B vaccine should be commenced to reduce the incidence of HBV-related chronic liver disease in Nigeria.
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) | 0.001 | 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