Machine Learning-Based Prediction of Decompensation in Hepatitis B Virus-Related Cirrhosis.

Hsueh-Chun Lin, Meng-Lun Hsieh, Meng-Yu Liu, Chin-Chi Kuo, Shwn-Huey Shieh, Ming-Shun Hsieh, Vivian Chia-Rong Hsieh

Abstract read

In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Hsueh-Chun LinDepartment of Health Services Administration, China Medical University, Taichung 406, Taiwan.ORCID 0000-0002-6258-8124

Meng-Lun HsiehDivision of Gastroenterology, Department of Internal Medicine, Taichung Veterans General Hospital, Taichung 407, Taiwan.ORCID 0009-0009-5801-5428

Meng-Yu LiuDepartment of Health Services Administration, China Medical University, Taichung 406, Taiwan.

Chin-Chi KuoBig Data Center, China Medical University Hospital, Taichung 404, Taiwan.ORCID 0000-0002-2050-1377

Shwn-Huey ShiehDepartment of Health Services Administration, China Medical University, Taichung 406, Taiwan.ORCID 0000-0002-0521-6447

Ming-Shun HsiehDepartment of Emergency Medicine, Taichung Veterans General Hospital, Taichung 407, Taiwan.ORCID 0000-0003-2734-392X

Vivian Chia-Rong HsiehDepartment of Health Services Administration, China Medical University, Taichung 406, Taiwan.ORCID 0000-0001-9635-0897

Funding

China Medical University Taiwan CMU110-MF-111China Medical University Taiwan CMU111-MF-116China Medical University Taiwan CMU113-S-54Ministry of Science and Technology Taiwan MOST 106-2410-H-039-008Ministry of Science and Technology Taiwan MOST 107-2314-B-039-065-MY3Ministry of Science and Technology Taiwan MOST 109-2121-M-039-001Ministry of Science and Technology Taiwan MOST 110-2121-M-039-001Ministry of Science and Technology Taiwan MOST 111-2121-C-039-002

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ascitesdecompensationelectronic health recordsHBV-related cirrhosisjaundicemachine learningvariceal bleeding

Identifiers

PMID41226084

DOI10.3390/diagnostics15212790

PMCPMC12610556

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.