Evidence map›Paper›PMID 37821699›Full record

ArticleNature2023

Ultra-fast deep-learned CNS tumour classification during surgery.

C Vermeulen, M Pagès-Gallego, L Kester, M E G Kranendonk, P Wesseling, N Verburg, P de Witt Hamer, E J Kooi, L Dankmeijer, J van der Lugt and 4 more

Open access · hybridAbstract read
In one paragraph

Article in Nature, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 123 papers.

0numbers the graph read from it
0cells of the map it votes in
123citing papers in PubMed
50.9field-weighted citation impact, top 1% of its field
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

123 citing papers in PubMed, 177 citations in OpenAlex.

  1. A multi-analyte blood test for acute spinal cord injury.The Journal of clinical investigation · 2025
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  12. Intraoperative diagnosis of myxoid glioneuronal tumor guiding safe limited resection: a case report.Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery · 2026
    Article
  13. Review
  14. Article
  15. The emerging role of intraoperative nanopore sequencing on the neurosurgical strategy in paediatric embryonal brain tumours.Child's nervous system : ChNS : official journal of the International Society for Pediatric Neurosurgery · 2026
    Review
  16. Article
  17. Article
  18. Article
  19. Review
  20. Article

63 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

14 authors at 3 institutions in 1 country.

C Vermeulen *Oncode Institute, Utrecht, The Netherlands.ORCID 0000-0003-0412-5313
M Pagès-Gallego *Oncode Institute, Utrecht, The Netherlands.ORCID 0000-0001-8888-5699
L KesterPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
M E G KranendonkPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.ORCID 0000-0001-9683-7494
P WesselingPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
N VerburgDepartment of Neurosurgery, Amsterdam University Medical Centers/VUmc, Amsterdam, The Netherlands.
P de Witt HamerDepartment of Neurosurgery, Amsterdam University Medical Centers/VUmc, Amsterdam, The Netherlands.ORCID 0000-0003-2988-8544
E J KooiDepartment of Pathology, Amsterdam University Medical Centers/VUmc, Amsterdam, The Netherlands.
L DankmeijerDepartment of Pathology, Amsterdam University Medical Centers/VUmc, Amsterdam, The Netherlands.
J van der LugtPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.ORCID 0000-0002-8186-338X
K van BaarsenPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.
E W HovingPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands.ORCID 0000-0002-5587-0439
B B J TopsPrincess Máxima Center for Pediatric Oncology, Utrecht, The Netherlands. b.b.j.tops@prinsesmaximacentrum.nl.ORCID 0000-0002-1699-8210
J de RidderOncode Institute, Utrecht, The Netherlands. j.deridder-4@umcutrecht.nl.ORCID 0000-0002-0828-3477
Princess Máxima Center · NLAmsterdam University Medical Centers · NLUtrecht University · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Central nervous system tumours represent one of the most lethal cancer types, particularly among children

Indexed as

Central Nervous System NeoplasmsClinical Decision-MakingDeep LearningIntraoperative CareSequence Analysis, DNAChildHumansMethylationRetrospective StudiesTime Factors

Identifiers

PMID37821699
PMCPMC10600004
OpenAlexW4387541211

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.