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人工智能在胰腺癌中的应用:诊断、局限性和未来前景——综述

Artificial intelligence in pancreatic cancer: diagnosis, limitations, and the future prospects-a narrative review.

机构信息

Gandhi Medical College, Hyderabad, India.

Sri Venkateshwara Medical College, Tirupati, India.

出版信息

J Cancer Res Clin Oncol. 2023 Aug;149(9):6743-6751. doi: 10.1007/s00432-023-04625-1. Epub 2023 Feb 4.

Abstract

PURPOSE

This review aims to explore the role of AI in the application of pancreatic cancer management and make recommendations to minimize the impact of the limitations to provide further benefits from AI use in the future.

METHODS

A comprehensive review of the literature was conducted using a combination of MeSH keywords, including "Artificial intelligence", "Pancreatic cancer", "Diagnosis", and "Limitations".

RESULTS

The beneficial implications of AI in the detection of biomarkers, diagnosis, and prognosis of pancreatic cancer have been explored. In addition, current drawbacks of AI use have been divided into subcategories encompassing statistical, training, and knowledge limitations; data handling, ethical and medicolegal aspects; and clinical integration and implementation.

CONCLUSION

Artificial intelligence (AI) refers to computational machine systems that accomplish a set of given tasks by imitating human intelligence in an exponential learning pattern. AI in gastrointestinal oncology has continued to provide significant advancements in the clinical, molecular, and radiological diagnosis and intervention techniques required to improve the prognosis of many gastrointestinal cancer types, particularly pancreatic cancer.

摘要

目的

本综述旨在探讨人工智能在胰腺癌管理中的应用,并提出建议,以最小化其局限性的影响,从而在未来从人工智能的应用中获得更多的益处。

方法

采用 MeSH 关键词(包括“人工智能”、“胰腺癌”、“诊断”和“局限性”)组合,对文献进行了全面综述。

结果

已经探讨了人工智能在检测生物标志物、诊断和胰腺癌预后方面的有益影响。此外,还将人工智能使用的当前缺陷分为统计、训练和知识限制、数据处理、伦理和医学法律方面以及临床整合和实施等亚类。

结论

人工智能(AI)是指通过模仿人类智能的指数学习模式来完成一组给定任务的计算机器系统。胃肠道肿瘤学中的人工智能继续在临床、分子和放射学诊断以及干预技术方面提供重大进展,这些技术对于提高许多胃肠道癌症类型的预后,特别是胰腺癌的预后至关重要。

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