Understanding immune mechanisms to create novel treatments for primary biliary cholangitis
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
Understanding immune mechanisms to create novel treatments for primary biliary cholangitis Professor Channakeshava S Umeshappa from Dalhousie University discusses the burden of primary biliary cholangitis and how understanding immune mechanisms may help to treat it. Primary biliary cholangitis (PBC) is characterised by chronic inflammation of the interlobular bile ducts, leading to fibrosis, cirrhosis, and liver failure if left untreated. Symptoms of PBC include fatigue, jaundice, itchy skin, abdominal pain, nausea or vomiting, dry eyes and mouth, and bone and joint aches. The incidence of PBC is increasing worldwide,(1) but is most common in Europe and North America.(2) PBC has a female predominance, affecting primarily middle-aged women (over 90% of the PBC cases). Clinically, it is often diagnosed by detecting anti-mitochondrial autoantibodies and elevated alkaline phosphatase enzymes in blood tests.
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 | 0.001 |
| Open science | 0.001 | 0.001 |
| 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