Evidence map›Paper›PMID 40805199›Full record

ArticleCancers2025

An Explainable AI Exploration of the Machine Learning Classification of Neoplastic Intracerebral Hemorrhage from Non-Contrast CT.

Sophia Schulze-Weddige, Georg Lukas Baumgärtner, Tobias Orth, Anna Tietze, Michael Scheel, David Wasilewski, Mike P Wattjes, Uta Hanning, Helge Kniep, Tobias Penzkofer and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Cancers, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

11 authors.

Sophia Schulze-WeddigeDepartment of Radiology, Campus Virchow, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 13353 Berlin, Germany.
Georg Lukas BaumgärtnerDepartment of Radiology, Campus Virchow, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 13353 Berlin, Germany.ORCID 0000-0003-3046-0019
Tobias OrthDepartment of Radiology, Campus Virchow, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 13353 Berlin, Germany.ORCID 0000-0002-7829-5270
Anna TietzeDepartment of Neuroradiology, Campus Mitte, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 10117 Berlin, Germany.ORCID 0000-0002-2601-9055
Michael ScheelDepartment of Neuroradiology, Campus Mitte, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 10117 Berlin, Germany.
David WasilewskiDepartment of Neurosurgery, Campus Mitte, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 10117 Berlin, Germany.
Mike P WattjesDepartment of Neuroradiology, Campus Mitte, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 10117 Berlin, Germany.
Uta HanningDepartment of Neuroradiology, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany.
Helge KniepDepartment of Neuroradiology, University Medical Center Hamburg-Eppendorf, 20246 Hamburg, Germany.
Tobias PenzkoferDepartment of Radiology, Campus Virchow, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 13353 Berlin, Germany.ORCID 0000-0001-9591-8575
Jawed NawabiDepartment of Neuroradiology, Campus Mitte, Charité-Universitätsmedizin Berlin, Humboldt-Universität zu Berlin, Freie Universität Berlin, Berlin Institute of Health, 10117 Berlin, Germany.ORCID 0000-0002-1137-0643

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Intracerebral hemorrhage (ICH) associated with primary and metastatic brain tumors presents a significant challenge in neuro-oncology due to the substantial risk of complications [...].

Indexed as

artificial intelligencebrain edemacomputed tomography scannerintracerebral hemorrhagemachine learningX-ray

Identifiers

PMID40805199
PMCPMC12346390

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.