Evidence map›Paper›PMID 40604161›Full record

ArticleNpj imaging2025

Rethinking deep learning in bioimaging through a data centric lens.

Jiajun Cao, Jan Wenzel, Shanghang Zhang, Josephine Lampe, Hongxiao Wang, Jiachen Yao, Zhicheng Zhang, Shuo Zhao, Yu Zhou, Chao Chen and 4 more

Abstract readLetter
PubMed Full text at PMC Publisher
In one paragraph

Article in Npj imaging, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Beyond the Classics: The Synergy of AI and Genomics Reveals an Expanded Repertoire of Pigmentation Genes.Journal of experimental zoology. Part B, Molecular and developmental evolution · 2026
    Review
  2. Review
  3. Article
  4. 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

14 authors.

Jiajun CaoNational Key Laboratory for Multimedia Information Processing, School of Computer Science, Peking University, Beijing, China.
Jan WenzelInstitute for Experimental and Clinical Pharmacology and Toxicology, Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
Shanghang ZhangNational Key Laboratory for Multimedia Information Processing, School of Computer Science, Peking University, Beijing, China.
Josephine LampeInstitute for Experimental and Clinical Pharmacology and Toxicology, Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
Hongxiao WangAcademy for Multidisciplinary Studies, Capital Normal University, Beijing, China.
Jiachen YaoStony Brook University, Stony Brook, NY, USA.
Zhicheng ZhangVCIP & TMCC & DISSec, College of Computer Science, Nankai University, Tianjin, China.
Shuo ZhaoLeibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany.
Yu ZhouLeibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany.
Chao ChenStony Brook University, Stony Brook, NY, USA.
Markus SchwaningerInstitute for Experimental and Clinical Pharmacology and Toxicology, Center of Brain, Behavior and Metabolism (CBBM), University of Lübeck, Lübeck, Germany.
Jufeng YangVCIP & TMCC & DISSec, College of Computer Science, Nankai University, Tianjin, China.
Danny Z ChenDepartment of Computer Science and Engineering, University of Notre Dame, Notre Dame, IN, USA.
Jianxu ChenLeibniz-Institut für Analytische Wissenschaften - ISAS - e.V., Dortmund, Germany. jianxu.chen@isas.de.

Funding

Bundesministerium für Bildung und Forschung 161L0272Deutsche Forschungsgemeinschaft WE 6456/1-1European Research Council 810331National Science and Technology Major Project 2022ZD0117800Natural Science Foundation of Beijing Municipality Youth Fund 4254093
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40604161
PMCPMC12202800

What OpenQuestion holds

Textmetadata
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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.