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将放射学转化为临床实践:研究设计和评估的逐步指南

M Chen¹, K Linton-Reid², E O Aboagye²

¹Department of Surgery and Cancer, Imperial College, Du Cane Road, London, W12 0NN, UK; Imperial College Healthcare NHS Trust, Charing Cross Hospital, Fulham Palace Road, London, W6 8RF, UK.

Clinical radiology

|September 17, 2025

概括

本指南为临床医生简化了放射学 (定量图像分析),为设计和评估研究提供了实际步骤. 它侧重于数据预处理和验证等关键领域,以提高放射学研究质量.

科学领域:

医学成像分析医学成像分析
计算病理学计算病理学

背景情况:

放射学在通过从医疗图像中提取高通量定量特征,为推进精密医学提供了巨大的潜力.
尽管有研究兴趣,但由于工作流程的复杂性,放射学的临床翻译是有限的,这给没有计算背景的临床医生带来了挑战.

研究的目的:

为规划和评估放射学研究提供一个实用的,逐步指南.
解决阻碍在临床实践中采用放射学技术的技术复杂性.

主要方法:

专注于关键方面:数据预处理,特征可重复性,偏差最小化和模型验证.
强调可访问的,实用性的建议,用于研究人员,新的radiomics.

主要成果:

该指南旨在消除放射学研究设计和评估的神秘性.
它强调了早期放射学研究中经常被忽视的领域.

结论:

本指南旨在通过为临床医生提供实践知识来扩大对放射学的访问.
促进高质量的研究设计,加快放射学在患者护理中的整合.

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