Evidence map›Paper›PMID 36148908›Full record

ArticleTechnology in cancer research & treatment

LCDAE: Data Augmented Ensemble Framework for Lung Cancer Classification.

Zeyu Ren, Yudong Zhang, Shuihua Wang

Abstract read
In one paragraph

Article in Technology in cancer research & treatment. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Trial
  2. Mixed-Supervised Learning for Cell Classification.Sensors (Basel, Switzerland) · 2025
    Article
  3. Article
  4. Article
  5. Article
  6. UKSSL: Underlying Knowledge Based Semi-Supervised Learning for Medical Image Classification.IEEE open journal of engineering in medicine and biology · 2024
    Article
  7. Article
  8. Article
  9. 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

3 authors.

Zeyu RenSchool of Computing and Mathematical Sciences, 4488University of Leicester, Leicester LE1 7RH, UK.ORCID 0000-0003-2303-5663
Yudong ZhangSchool of Computing and Mathematical Sciences, 4488University of Leicester, Leicester LE1 7RH, UK.ORCID 0000-0002-4870-1493
Shuihua WangSchool of Computing and Mathematical Sciences, 4488University of Leicester, Leicester LE1 7RH, UK.

Funding

British Heart Foundation AA/18/3/34220Medical Research Council MC_PC_17171
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Lung NeoplasmsNeural Networks, ComputerEarly Detection of CancerHumansLungensemblegenerative adversarial networksmachine learningmedical image analysis

Identifiers

PMID36148908
PMCPMC9511553

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.