Evidence map›Paper›PMID 40870867›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Deep Learning-Based Diagnosis of Lumbar Spondylolisthesis Using X-Ray Imaging.

Chunyang Xu, Yukan Wu, Beixi Bao, Xingyu Liu, Yiling Zhang, Runchao Li, Tianci Yang, Jiaguang Tang

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 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Large language models for lumbar spondylolisthesis detection: a multi-center pilot comparative radiographic accuracy study.European journal of orthopaedic surgery & traumatology : orthopedie traumatologie · 2026
    Article
  2. Article
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.

Chunyang XuDepartment of Orthopedics, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Yukan WuDepartment of Orthopedics, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Beixi BaoDepartment of Orthopedics, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Xingyu LiuSchool of Life Sciences, Tsinghua University, Beijing 100084, China.ORCID 0009-0001-4716-9968
Yiling ZhangDepartment of Biomedical Engineering, School of Medicine, Tsinghua University, Beijing 100084, China.
Runchao LiLongwood Valley Medical Technology Co., Ltd., Beijing 100730, China.
Tianci YangDepartment of Orthopedics, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.
Jiaguang TangDepartment of Orthopedics, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learningdetection algorithmsearly diagnosislumbar spondylolisthesisX-ray imaging

Identifiers

PMID40870867
PMCPMC12385022

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.