Evidence map›Paper›PMID 30319525›Full record

ArticleFrontiers in neurology2018

Predicting Outcome of Endovascular Treatment for Acute Ischemic Stroke: Potential Value of Machine Learning Algorithms.

Hendrikus J A van Os, Lucas A Ramos, Adam Hilbert, Matthijs van Leeuwen, Marianne A A van Walderveen, Nyika D Kruyt, Diederik W J Dippel, Ewout W Steyerberg, Irene C van der Schaaf, Hester F Lingsma and 8 more

Open access · goldAbstract read
In one paragraph

Article in Frontiers in neurology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 82 papers, 7 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
82citing papers in PubMed, 7 pooled it
8.9field-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

82 citing papers in PubMed, 7 syntheses or guidelines pooled it, 161 citations in OpenAlex.

  1. Pooled it
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  8. Machine learning based prediction of length of stay in acute ischaemic stroke of the anterior circulation in patients treated with thrombectomy.Interventional neuroradiology : journal of peritherapeutic neuroradiology, surgical procedures and related neurosciences · 2026
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  17. Outcome prediction prior to thrombectomy of the posterior circulation with machine learning.Interventional neuroradiology : journal of peritherapeutic neuroradiology, surgical procedures and related neurosciences · 2025
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22 more citing papers are in PubMed but not listed here.

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

18 authors at 6 institutions in 1 country.

Hendrikus J A van OsDepartment of Neurology, Leiden University Medical Center, Leiden, Netherlands.
Lucas A RamosDepartment of Biomedical Engineering and Physics, University of Amsterdam, Amsterdam, Netherlands.
Adam HilbertDepartment of Biomedical Engineering and Physics, University of Amsterdam, Amsterdam, Netherlands.
Matthijs van LeeuwenLeiden Institute for Advanced Computer Sciences, Leiden University, Leiden, Netherlands.
Marianne A A van WalderveenDepartment of Radiology, Leiden University Medical Center, Leiden, Netherlands.
Nyika D KruytDepartment of Neurology, Leiden University Medical Center, Leiden, Netherlands.
Diederik W J DippelDepartment of Neurology, Erasmus Medical Center, Rotterdam, Netherlands.
Ewout W SteyerbergDepartment of Biomedical Data Sciences, Leiden University Medical Center, Leiden, Netherlands.
Irene C van der SchaafDepartment of Radiology, University Medical Center Utrecht, Utrecht, Netherlands.
Hester F LingsmaDepartment of Public Health, Erasmus Medical Center, Rotterdam, Netherlands.
Wouter J SchonewilleDepartment of Neurology, Antonius Ziekenhuis, Nieuwegein, Netherlands.
Charles B L M MajoieDepartment of Radiology and Nuclear Medicine, University of Amsterdam, Amsterdam, Netherlands.
Silvia D OlabarriagaDepartment of Clinical Epidemiology and Biostatistics, University of Amsterdam, Amsterdam, Netherlands.
Koos H ZwindermanDepartment of Clinical Epidemiology and Biostatistics, University of Amsterdam, Amsterdam, Netherlands.
Esmee VenemaDepartment of Neurology, Erasmus Medical Center, Rotterdam, Netherlands.
Henk A MarqueringDepartment of Biomedical Engineering and Physics, University of Amsterdam, Amsterdam, Netherlands.
Marieke J H WermerDepartment of Neurology, Leiden University Medical Center, Leiden, Netherlands.
MR CLEAN Registry Investigators
University of Amsterdam · NLErasmus MC · NLLeiden University Medical Center · NLLeiden University · NLSt. Antonius Ziekenhuis · NLUniversity Medical Center Utrecht · NL

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

endovascular treatmentfunctional outcomeischemic strokemachine learningpredictionreperfusion

Identifiers

PMID30319525
PMCPMC6167479
OpenAlexW2893462288

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.