在诊断实践中推进自制人工智能：机会和障碍

IF 5.2 2区医学 Q1 ONCOLOGY

The Journal of Pathology Pub Date : 2025-09-26 DOI:10.1002/path.6483

Zaid H Khoury, Ahmed S Sultan

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引用次数: 0

摘要

在最近一期的《病理学杂志》上，Calderaro等人提出了一个及时而有说服力的论点，主张将自制人工智能（AI）模型整合到诊断病理学中。他们的文章有力地捍卫了病理学部门内部的本地模式发展，认为这是实现数字诊断民主化的途径。这篇评论扩展了他们的前提，批判性地检查现实世界的影响，实际的限制，和未满足的需求执业病理学家。该评论概述了在病理学实践中广泛采用自制人工智能的机遇和挑战。如果没有机构支持、数字基础设施和持续的培训努力，自制人工智能的前景可能会动摇。©2025作者。《病理学杂志》由John Wiley & Sons Ltd代表大不列颠和爱尔兰病理学会出版。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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Advancing homebrew AI in diagnostic practice: opportunities and barriers^†.

In a recent issue of The Journal of Pathology, Calderaro et al present a timely and persuasive argument advocating for the integration of homebrew artificial intelligence (AI) models in diagnostic pathology. Their article is a robust defense of local model development within pathology departments as a pathway to democratizing digital diagnostics. This commentary expands on their premise, critically examining the real-world implications, practical limitations, and unmet needs of practicing pathologists. The commentary outlines both the opportunities and challenges for the widespread adoption of homebrew AI in pathology practice. Without institutional backing, digital infrastructure, and sustained training efforts, the promise of homebrew AI may falter. © 2025 The Author(s). The Journal of Pathology published by John Wiley & Sons Ltd on behalf of The Pathological Society of Great Britain and Ireland.

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来源期刊

The Journal of Pathology 医学-病理学

CiteScore

14.10

自引率

1.40%

发文量

144

审稿时长

3-8 weeks

期刊介绍： The Journal of Pathology aims to serve as a translational bridge between basic biomedical science and clinical medicine with particular emphasis on, but not restricted to, tissue based studies. The main interests of the Journal lie in publishing studies that further our understanding the pathophysiological and pathogenetic mechanisms of human disease. The Journal of Pathology welcomes investigative studies on human tissues, in vitro and in vivo experimental studies, and investigations based on animal models with a clear relevance to human disease, including transgenic systems. As well as original research papers, the Journal seeks to provide rapid publication in a variety of other formats, including editorials, review articles, commentaries and perspectives and other features, both contributed and solicited.