Enhancing decision-making in glioblastoma surgery through an explainable human-AI collaboration: an international multicenter model development and external validation study.

Kernbach JM, Schroeder U, Hakvoort K, Ort J, Hamou H, Bzdok D, Temel Y, Kubben P, Weyland C, Wiesmann M, Staartjes V, Akeret K, Vieli M, Serra C, Regli L, Grau S, Dührsen L, Ricklefs F, Schnell O, Ormond DR, Grote A, Simon M, Meredig H, Schell M, Bendszus M, Neuloh G, Clusmann H, Heiland DH, Delev D

Open source

DOI: 10.1038/s41698-025-01183-2
Published: 2025 Nov 27
Container: NPJ precision oncology
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1038/s41698-025-01183-2,
  title = {Enhancing decision-making in glioblastoma surgery through an explainable human-AI collaboration: an international multicenter model development and external validation study.},
  author = {Kernbach JM and Schroeder U and Hakvoort K and Ort J and Hamou H and Bzdok D and Temel Y and Kubben P and Weyland C and Wiesmann M and Staartjes V and Akeret K and Vieli M and Serra C and Regli L and Grau S and Dührsen L and Ricklefs F and Schnell O and Ormond DR and Grote A and Simon M and Meredig H and Schell M and Bendszus M and Neuloh G and Clusmann H and Heiland DH and Delev D},
  year = {2025},
  journal = {NPJ precision oncology},
  doi = {10.1038/s41698-025-01183-2},
  url = {https://doi.org/10.1038/s41698-025-01183-2}
}

RIS

TY  - JOUR
TI  - Enhancing decision-making in glioblastoma surgery through an explainable human-AI collaboration: an international multicenter model development and external validation study.
AU  - Kernbach JM
AU  - Schroeder U
AU  - Hakvoort K
AU  - Ort J
AU  - Hamou H
AU  - Bzdok D
AU  - Temel Y
AU  - Kubben P
AU  - Weyland C
AU  - Wiesmann M
AU  - Staartjes V
AU  - Akeret K
AU  - Vieli M
AU  - Serra C
AU  - Regli L
AU  - Grau S
AU  - Dührsen L
AU  - Ricklefs F
AU  - Schnell O
AU  - Ormond DR
AU  - Grote A
AU  - Simon M
AU  - Meredig H
AU  - Schell M
AU  - Bendszus M
AU  - Neuloh G
AU  - Clusmann H
AU  - Heiland DH
AU  - Delev D
PY  - 2025
JO  - NPJ precision oncology
DO  - 10.1038/s41698-025-01183-2
UR  - https://doi.org/10.1038/s41698-025-01183-2
ER  -

APA

JM, K., U, S., K, H., J, O., H, H., D, B., Y, T., P, K., C, W., M, W., V, S., K, A., M, V., C, S., L, R., S, G., L, D., F, R., O, S., DR, O., A, G., M, S., H, M., M, S., M, B., G, N., H, C., DH, H., & D, D. (2025). Enhancing decision-making in glioblastoma surgery through an explainable human-AI collaboration: an international multicenter model development and external validation study.. NPJ precision oncology. https://doi.org/10.1038/s41698-025-01183-2

Source records

pubmed · retrieved 2026-09-26T22:10:46.217Z