Evidence map›Paper›PMID 42614447›Full record

ArticleFrontiers in digital health2026

Ordinal sentiment classification in cancer support forums: a controlled benchmark of machine learning and transformer models.

Zhongyan Wang, Yuchen Cao, Shuo Xu, Zhanyi Ding, Yijun Gao, Qinkai Mao, Tongsong Qi, Hailiang Wang

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Frontiers in digital health, 2026. 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

8 authors.

Zhongyan Wang *Center for Data Science, New York University, New York, NY, United States.
Yuchen Cao *Khoury College of Computer Sciences, Northeastern University, Boston, MA, United States.
Shuo XuDepartment of Computer Science and Engineering, University of California San Diego, La Jolla, CA, United States.
Zhanyi DingCenter for Data Science, New York University, New York, NY, United States.
Yijun GaoKrieger School of Arts and Sciences, Johns Hopkins University, Baltimore, MD, United States.
Qinkai MaoWeissman School of Arts and Sciences, Baruch College, City University of New York, New York, NY, United States.
Tongsong QiCharles V. Schaefer, Jr. School of Engineering and Science, Stevens Institute of Technology, Hoboken, NJ, United States.
Hailiang WangCollege of Computing, Georgia Institute of Technology, Atlanta, GA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ALBERTcancer support forumscaregiversnatural language processingordinal sentimentvulnerability

Identifiers

PMID42614447
PMCPMC13481664

What OpenQuestion holds

Textmetadata
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.