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生物学和医学中的人工智能,以及辐射保护研究:耶路撒冷的观点

Yehoshua Socol¹, Ariella Richardson², Imene Garali-Zineddine³

¹Department of Electrical and Electronics Engineering, Jerusalem College of Technology, Jerusalem, Israel.

Frontiers in artificial intelligence

|January 29, 2024

概括

人工智能 (AI) 在生物学和医学方面表现有前途,从药物发现到诊断. 进一步开发人工智能对于辐射保护研究和公共卫生倡议至关重要.

科学领域:

生物医学研究的研究.
医疗实践医疗实践医疗实践
人工智能应用的人工智能应用.

背景情况:

人工智能在生物医学中的应用目前仅限于特定领域,如放射学.
一场研讨会探讨了人工智能的进步,挑战和生物学和医学中的新应用.
讨论涉及大型语言模型 (LLM),多主题数据集成和道德考虑.

研究的目的:

为生物学和医学提供AI的整体概述.
确定人工智能应用的新领域.
促进人工智能研究中的合作和知识共享.

主要方法:

关于人工智能在分子结构生成,蛋白质-连接体相互作用和民主化人工智能方面的进展的演讲.
整合多组学和临床数据,以研究低剂量电离辐射的影响.
贝叶斯潜伏建模的应用,用于识别统计学关联.

主要成果:

在药物发现和开发方面,LLM显示出潜力.
人工智能与多omics数据的整合揭示了低剂量辐射对健康的影响.
人工智能工具改善了成像诊断和液体活检等非侵入性方法的诊断.

结论:

人工智能在各种生物和医学领域提供了巨大的潜力.
进一步开发人工智能是必不可少的,特别是在辐射保护研究中.
研讨会强调了需要继续合作和举办年度活动,以推动AI在医学和生物学领域的发展.

关键词:

人工智能的人工智能是人工智能.电离辐射辐射的电离辐射.这是低剂量的低剂量.机器学习是机器学习.公共卫生公共卫生.辐射保护辐射保护

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