Immune Checkpoint Inhibition for Hepatocellular Carcinoma, Cholangiocarcinoma, and Combined Hepatocellular-Cholangiocarcinoma
Bibliographic record
Abstract
Combined hepatocellular-cholangiocarcinoma (cHCC-CCA) is a rare primary liver carcinoma that is composed of hepatocellular carcinoma (HCC) and cholangiocarcinoma (CCA). Given its low incidence, there is no standardized treatment protocol or systemic regimens. With the development of immune checkpoint inhibitors (ICIs), one of the immunotherapies that modulate the immune system by restoring antitumor immune response, studies have shown promising results for the use of ICI as systemic therapy for advanced solid tumors, including liver cancers. Moreover, prospective clinical studies displayed favorable outcomes of the use of ICIs in HCC and biliary tract cancers. Here, we review the recent evidence in application and comparison of ICIs for HCC, CCA, and cHCC-CCA as well as the future direction of systemic therapy for cHCC-CCA.
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.
How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.006 | 0.003 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".