Evidence map›Paper›PMID 42196807›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Hybrid Curriculum Learning for Data-Efficient Lung Nodule Detection with YOLOv11.

Yi Luo, Yike Guo, Hamed Hooshangnejad, Xue Feng, Quan Chen, Zongwei Zhou, Yaxi Chen, Yipeng Hu, Rui Zhang, Kai Ding

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

10 authors.

Yi LuoDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.
Yike GuoDepartment of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.
Hamed HooshangnejadDepartment of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.ORCID 0000-0002-1953-0568
Xue FengCarina Medical LLC, Lexington, KY 40513, USA.ORCID 0000-0002-2181-9889
Quan ChenDepartment of Radiation Oncology, Mayo Clinic Arizona, Phoenix, AZ 85054, USA.
Zongwei ZhouDepartment of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA.ORCID 0000-0002-3154-9851
Yaxi ChenDepartment of Mechanical Engineering, University College London, London WC1E 7JE, UK.ORCID 0009-0007-5906-899X
Yipeng HuUCL Hawkes Institute, University College London, London WC1E 6BT, UK.
Rui ZhangDivision of Computational Health Sciences, Department of Surgery, University of Minnesota, Minneapolis, MN 55455, USA.
Kai DingDepartment of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University, Baltimore, MD 21287, USA.ORCID 0000-0002-8202-0173

Funding

Spacer Enabled Robust Radiation Therapy (SERRT)R37CA229417 · NCI · JOHNS HOPKINS UNIVERSITY · PI DING, KAI · 2018 to 2021
$1.5M
NCI NIH HHS R37CA229417
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

chest CTcurriculum learningdata scarcitylung nodule detectionYOLO

Identifiers

PMID42196807
PMCPMC13206439

What Socratic 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 Socratic graph.