Evidence map›Paper›PMID 40722480›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Machine Learning and Deep Learning Hybrid Approach Based on Muscle Imaging Features for Diagnosis of Esophageal Cancer.

Yuan Hong, Hanlin Wang, Qi Zhang, Peng Zhang, Kang Cheng, Guodong Cao, Renquan Zhang, Bo Chen

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. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Review
  3. Review
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.

Yuan HongDepartment of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.
Hanlin WangDepartment of Thoracic Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.ORCID 0000-0003-4294-4563
Qi ZhangDepartment of Thoracic Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.
Peng ZhangDepartment of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.
Kang ChengDepartment of The First Clinical Medical College, Anhui Medical University, Hefei 230022, China.
Guodong CaoDepartment of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.ORCID 0000-0002-4796-6430
Renquan ZhangDepartment of Thoracic Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.ORCID 0009-0001-5840-3529
Bo ChenDepartment of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China.ORCID 0000-0003-0524-1105

Funding

National Natural Science Foundation of China 82403333Natural Science Foundation of Anhui Province 1808085QH271
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningesophageal cancermachine learningmultimodal imagingradiomics

Identifiers

PMID40722480
PMCPMC12293794

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.