Evidence map›Paper›PMID 40218222›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Integration of Nuclear, Clinical, and Genetic Features for Lung Cancer Subtype Classification and Survival Prediction Based on Machine- and Deep-Learning Models.

Bin Xie, Mingda Mo, Haidong Cui, Yijie Dong, Hongping Yin, Zhe Lu

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. Review
  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

6 authors.

Bin XieSchool of Information Science and Technology, Hangzhou Normal University, Hangzhou 311121, China.ORCID 0000-0002-7247-1237
Mingda MoSchool of Information Science and Technology, Hangzhou Normal University, Hangzhou 311121, China.
Haidong CuiDepartment of Breast Surgery, The First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou 311121, China.
Yijie DongSchool of Software Technology, Zhejiang University, Ningbo 315048, China.
Hongping YinSchool of Basic Medical Sciences, Hangzhou Normal University, Hangzhou 311121, China.
Zhe LuSchool of Basic Medical Sciences, Hangzhou Normal University, Hangzhou 311121, China.ORCID 0009-0004-2020-0023

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

deep learninglung cancermachine learningoverall survival predictionsubtype classification

Identifiers

PMID40218222
PMCPMC11988547

What OpenQuestion holds

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LicenceCC BY
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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.