Evidence map›Paper›PMID 40171414›Full record

ArticleStroke research and treatment2025

Dynamic, Interpretable, Machine Learning-Based Outcome Prediction as a New Emerging Opportunity in Acute Ischemic Stroke Patient Care: A Proof-of-Concept Study.

Ivan Petrović, Sava Njegovan, Olivera Tomašević, Dmitar Vlahović, Sonja Rajić, Željko Živanović, Isidora Milosavljević, Ana Balenović, Nikola Jorgovanović

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Stroke research and treatment, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

9 authors.

Ivan PetrovićFaculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0009-0006-0409-3701
Sava NjegovanDepartment of Computing and Control Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0002-6619-8502
Olivera TomaševićDepartment of Computing and Control Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0001-5531-251X
Dmitar VlahovićDepartment of Neurology, Faculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0003-0198-0111
Sonja RajićDepartment of Neurology, Faculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0003-4281-446X
Željko ŽivanovićDepartment of Neurology, Faculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0001-5414-8623
Isidora MilosavljevićFaculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0009-0007-6743-2691
Ana BalenovićFaculty of Medicine, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0009-0003-4009-3395
Nikola JorgovanovićDepartment of Computing and Control Engineering, Faculty of Technical Sciences, University of Novi Sad, Novi Sad, Serbia.ORCID https://orcid.org/0000-0001-9466-2969

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID40171414
PMCPMC11961286

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.