Artificial Intelligence and Machine Learning in Bone Metastasis Management: A Narrative Review

AI and ML tools have substantial potential to standardize imaging assessment, refine risk stratification, and ultimately support personalized management of bone metastases. Future research should focus on externally validated, multimodal models; development of AI-augmented alternatives to the Mirels score; federated multicenter collaboration; and routine incorporation of explainability and cost-effectiveness analyses.

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Publication Details

Journal
Current Oncology
Published
2026-01-22
DOI
https://doi.org/10.3390/curroncol33010065
Primary Topic
Management of metastatic bone disease
Type
article
Field-Weighted Citation Impact
0.00
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article

Artificial Intelligence and Machine Learning in Bone Metastasis Management: A Narrative Review

Halil Bulut, Erhan Okay, Costantino Errani, Enes Kanay
Current Oncology
Management of metastatic bone disease
article

Artificial Intelligence and Machine Learning in Bone Metastasis Management: A Narrative Review

Halil Bulut, Erhan Okay, Costantino Errani, Enes Kanay
article en

Abstract

AI and ML tools have substantial potential to standardize imaging assessment, refine risk stratification, and ultimately support personalized management of bone metastases. Future research should focus on externally validated, multimodal models; development of AI-augmented alternatives to the Mirels score; federated multicenter collaboration; and routine incorporation of explainability and cost-effectiveness analyses.

Current OncologyVol. 33(1)
Acıbadem University (TR), Istanbul University-Cerrahpaşa (TR), Istituto Ortopedico Rizzoli (IT), Kocaeli Üniversitesi (TR)
Peace, Justice and strong institutions
Openalex Percentile: Top 77%
Management of metastatic bone disease
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