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<p>Multimodal artificial intelligence (MMAI) is redefining oncology by integrating heterogeneous datasets from diagnostic modalities into cohesive analytical frameworks for more accurate and personalized cancer care. We highlight MMAI applications across the patient journey and clinical research, discuss outstanding challenges, and the need for guidelines and regulatory frameworks. By converting multimodal complexity into clinically actionable insights, MMAI is poised to improve patient outcomes while reshaping the economics of global cancer care.</p>

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The AI revolution: how multimodal intelligence will reshape the oncology ecosystem

  • 期刊论文

  • 出版模式：

    开放获取

  • 发表日期：

    2025年11月7日

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  • David Dellamonica,
  • David Ruau,
  • Ben Griffiths,
  • Greg Rossi,
  • Bob T. Li,
  • Pedram Razavi,
  • Thomas Di Maio,
  • Tristan Gonzalez,
  • Amanda Remorino,
  • Jorge S. Reis-Filho,
  • Philippe Menu,
  • Thorsten Gutjahr,
  • Adrien Moucquot,
  • Tom Diethe,
  • Hassan Naqvi,
  • Ross Muken,
  • Pablo Azcue

摘要

Multimodal artificial intelligence (MMAI) is redefining oncology by integrating heterogeneous datasets from diagnostic modalities into cohesive analytical frameworks for more accurate and personalized cancer care. We highlight MMAI applications across the patient journey and clinical research, discuss outstanding challenges, and the need for guidelines and regulatory frameworks. By converting multimodal complexity into clinically actionable insights, MMAI is poised to improve patient outcomes while reshaping the economics of global cancer care.