Seeing the Gaps: Heatmaps, Metrics, and the Hidden Failures of Explainable AI in Dentomaxillofacial Radiology – A Systematic Review

Fara A Fernandes, Georgi Chaltikyan, Martin W Gerdes, Christian W Omlin

Open source

DOI
10.1093/dmfr/twag074
Published
2026-11-06
Container
Dentomaxillofacial Radiology
Publisher
Oxford University Press (OUP)
Open access
unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1093/dmfr/twag074,
  title = {Seeing the Gaps: Heatmaps, Metrics, and the Hidden Failures of Explainable AI in Dentomaxillofacial Radiology – A Systematic Review},
  author = {Fara A Fernandes and Georgi Chaltikyan and Martin W Gerdes and Christian W Omlin},
  year = {2026},
  journal = {Dentomaxillofacial Radiology},
  doi = {10.1093/dmfr/twag074},
  url = {https://doi.org/10.1093/dmfr/twag074}
}

RIS

TY  - JOUR
TI  - Seeing the Gaps: Heatmaps, Metrics, and the Hidden Failures of Explainable AI in Dentomaxillofacial Radiology – A Systematic Review
AU  - Fara A Fernandes
AU  - Georgi Chaltikyan
AU  - Martin W Gerdes
AU  - Christian W Omlin
PY  - 2026
JO  - Dentomaxillofacial Radiology
DO  - 10.1093/dmfr/twag074
UR  - https://doi.org/10.1093/dmfr/twag074
ER  - 

APA

Fernandes, F. A., Chaltikyan, G., Gerdes, M. W., & Omlin, C. W. (2026). Seeing the Gaps: Heatmaps, Metrics, and the Hidden Failures of Explainable AI in Dentomaxillofacial Radiology – A Systematic Review. Dentomaxillofacial Radiology. https://doi.org/10.1093/dmfr/twag074

Source records