Explainable AI for classifying vertebral fracture histology in digital spine pathology

This pipeline combines diagnostic performance with transparent interpretability and operates efficiently on modest computing resources, supporting telepathology deployment in resource-limited settings. By uniting classification, biological insight, and scalable implementation, the framework advances AI-enabled digital pathology toward more equitable global healthcare delivery.

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Publication Details

Journal
Frontiers in Medicine
Published
2026-01-15
DOI
https://doi.org/10.3389/fmed.2025.1726453
Primary Topic
Bone and Joint Diseases
Type
article
Field-Weighted Citation Impact
0.00

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article

Explainable AI for classifying vertebral fracture histology in digital spine pathology

Panyi Yang
Frontiers in Medicine
Bone and Joint Diseases
article

Explainable AI for classifying vertebral fracture histology in digital spine pathology

Panyi Yang
article en

Abstract

This pipeline combines diagnostic performance with transparent interpretability and operates efficiently on modest computing resources, supporting telepathology deployment in resource-limited settings. By uniting classification, biological insight, and scalable implementation, the framework advances AI-enabled digital pathology toward more equitable global healthcare delivery.

Frontiers in MedicineVol. 12
Sichuan University (CN), West China Hospital of Sichuan University (CN)
Department of Science and Technology of Sichuan Province, Peking Union Medical College Hospital
Quality Education
Openalex Percentile: Top 88%
Bone and Joint Diseases
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