Evidence map›Paper›PMID 38274570›Full record

ArticleBrain communications2024

Scaling behaviours of deep learning and linear algorithms for the prediction of stroke severity.

Anthony Bourached, Anna K Bonkhoff, Markus D Schirmer, Robert W Regenhardt, Martin Bretzner, Sungmin Hong, Adrian V Dalca, Anne-Katrin Giese, Stefan Winzeck, Christina Jern and 6 more

Open access · goldAbstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Brain communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
1.5field-weighted citation impact, top 16% 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

6 citing papers in PubMed, 7 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Prediction of stroke severity: systematic evaluation of lesion representations.Annals of clinical and translational neurology · 2024
    Article
  5. Article
  6. 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

16 authors at 7 institutions in 6 countries.

Anthony BourachedJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
Anna K BonkhoffJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.ORCID https://orcid.org/0000-0002-5927-1089
Markus D SchirmerJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.ORCID https://orcid.org/0000-0001-9561-0239
Robert W RegenhardtJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
Martin BretznerJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
Sungmin HongJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
Adrian V DalcaComputer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, Cambridge, MA 02139, USA.
Anne-Katrin GieseDepartment of Neurology, University Medical Center Hamburg-Eppendorf, Hamburg 20251, Germany.
Stefan WinzeckAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA 02129, USA.
Christina JernInstitute of Biomedicine, Department of Laboratory Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg 41390, Sweden.
Arne G LindgrenDepartment of Neurology, Skåne University Hospital, Lund 22185, Sweden.
Jane MaguireDepartment of Clinical Sciences Lund, Neurology, Lund University, Lund 22185, Sweden.
Ona WuAthinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Charlestown, MA 02129, USA.
John RheeDepartment of Neurology, Massachusetts General Hospital, Boston, MA 02139, USA.
Eyal Y KimchiDepartment of Neurology, Feinberg School of Medicine, Northwestern University, Evaston, IL 60201, USA.
Natalia S RostJ. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA.
Harvard University · USMassachusetts General Hospital · USNorthwestern University · USSahlgrenska University Hospital · SESkåne University Hospital · SEUniversität Hamburg · DEUniversity of Technology Sydney · AU

Funding

DISCOVERY - Statistics and Analysis CoreU19NS115388 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI Steven M Greenberg, Natalia S Rost · 2019 to 2026
$75.4M
MRI-GENetics Interface Exploration_MRI-GENIE_StudyR01NS086905 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI ROST, NATALIA S · 2015 to 2019
$3.3M
Statins augment small vessel function and improve stroke outcomesR01NS082285 · NINDS · MASSACHUSETTS GENERAL HOSPITAL · PI ROST, NATALIA S · 2013 to 2017
$2.6M
NINDS NIH HHS R01 NS082285NINDS NIH HHS R01 NS086905NINDS NIH HHS U19 NS115388
6 · The paper itself

Abstract

Deep learning has allowed for remarkable progress in many medical scenarios. Deep learning prediction models often require 10

Indexed as

deep learningischaemic strokepredictionscaling behaviourstroke severity

Identifiers

PMID38274570
PMCPMC10808016
OpenAlexW4390690668

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.