Evidence map›Paper›PMID 42652235›Full record

ArticleBiomedicines2026

Machine Learning-Based Prediction of Delayed Cerebral Ischemia and Functional Outcome in Aneurysmal Subarachnoid Hemorrhage: The Role of CNS Infection-Related Parameters.

Vanessa Magdalena Swiatek, Tom Tobias Kummer, Conrad-Jakob Swiatek, Lea Ehrhardt, Klaus-Peter Stein, Ali Rashidi, Robert Werdehausen, I Erol Sandalcioglu, Sylvia Saalfeld, Belal Neyazi

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 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

10 authors.

Vanessa Magdalena SwiatekDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.ORCID 0000-0001-7264-0013
Tom Tobias KummerDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.
Conrad-Jakob SwiatekDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.ORCID 0009-0000-7828-796X
Lea EhrhardtDepartment of Data Analysis in Life Sciences, Ilmenau University of Technology, 98693 Ilmenau, Germany.
Klaus-Peter SteinDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.ORCID 0000-0003-4461-7769
Ali RashidiDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.
Robert WerdehausenDepartment of Anesthesiology and Intensive Care Medicine, Otto-von-Guericke University, 39106 Magdeburg, Germany.ORCID 0000-0002-1176-161X
I Erol SandalciogluDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.ORCID 0000-0002-5541-2411
Sylvia SaalfeldResearch Campus STIMULATE, 39106 Magdeburg, Germany.
Belal NeyaziDepartment of Neurosurgery, Otto-von-Guericke University, 39106 Magdeburg, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

aggregated longitudinal parametersaneurysmal subarachnoid hemorrhagedelayed cerebral ischemia predictionfunctional outcome predictionmachine learning

Identifiers

PMID42652235
PMCPMC13509892

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.