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The application of artificial intelligence in veterinary oncology: a scoping review

2025·2 Zitationen·BMC Veterinary ResearchOpen Access
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2

Zitationen

3

Autoren

2025

Jahr

Abstract

The application of AI in veterinary oncology has produced powerful proof-of-concept models, particularly in diagnostics, with a clear potential to augment clinical practice. However, the path from research to clinical implementation is hindered by fundamental challenges, including the data bottleneck and validation gap. To fulfill its transformative potential, the field must prioritize a shift from isolated studies to collaborative, large-scale research efforts that generate standardized, public datasets and emphasize rigorous external validation. By doing so, the community can ensure the development of generalizable AI models that will truly improve cancer care for veterinary patients.

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Autoren

Institutionen

Themen

Artificial Intelligence in Healthcare and EducationAI in cancer detectionRadiomics and Machine Learning in Medical Imaging
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