Evidence map›Paper›PMID 42739767›Full record

ArticleJournal of clinical medicine2026

Critical Care Monitoring in Comatose Patients Receiving ECMO: A Cohort Study of Machine Learning on Quantitative EEG for Diagnosing Acute Brain Injury and Prognosticating Mortality.

Mingfeng Cao, Jeffrey B Wang, Beichen Shen, Zoe Soule, Kotaro Noda, Jaeho Hwang, Eva Ritzl, Yaman B Ahmed, Hyun-Yi Woo, Siyu Wang and 6 more

Abstract read
In one paragraph

Article in Journal of clinical medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

16 authors.

Mingfeng CaoDepartment of Biomedical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.ORCID 0009-0009-5967-584X
Jeffrey B WangDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.ORCID 0000-0002-8933-9822
Beichen ShenDepartment of Biomedical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.ORCID 0009-0001-1056-0461
Zoe SouleDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.ORCID 0009-0000-5901-4931
Kotaro NodaDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.
Jaeho HwangDepartment of Neurology, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA.
Eva RitzlDepartment of Neurology, Massachusetts General Hospital, Boston, MA 02114, USA.
Yaman B AhmedDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.
Hyun-Yi WooDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.
Siyu WangDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.ORCID 0009-0008-8760-4945
Tianyue ZhuDivision of Cardiac Surgery, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.ORCID 0009-0002-6882-1019
Leon FanDivision of Cardiac Surgery, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.ORCID 0009-0007-4357-1013
Nirma Carballido MartinezDepartment of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.
Glenn WhitmanDivision of Cardiac Surgery, Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD 21287, USA.ORCID 0000-0003-3225-2360
Nitish ThakorDepartment of Biomedical Engineering, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA.
Sung-Min ChoDivision of Neuroscience Critical Care, Departments of Neurosurgery, Anesthesiology and Critical Care Medicine, The Johns Hopkins Hospital, Baltimore, MD 21287, USA.ORCID 0000-0002-5132-0958

Funding

Training Program in NeuroengineeringT32EB003383 · NIBIB · JOHNS HOPKINS UNIVERSITY · PI NITISH VYOMESH THAKOR · 2004 to 2026
$6.5M
Johns Hopkins UniversityNIBIB NIH HHS T32 EB003383
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

acute brain injuryextracorporeal membrane oxygenationmachine learningneuromonitoringneuroprognosticationquantitative EEGSHAP

Identifiers

PMID42739767
PMCPMC13566830

What OpenQuestion holds

Textmetadata
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.