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人工智能在癌症治疗中的应用前景:全球研究人员的跨学科调查。

Future of Artificial Intelligence Applications in Cancer Care: A Global Cross-Sectional Survey of Researchers.

机构信息

Department of Economics, Federal University of Bahia, Salvador 40060-300, Brazil.

Laboratory of Cellular Communication, Oswaldo Cruz Institute, Oswaldo Cruz Foundation, Rio de Janeiro 21040-360, Brazil.

出版信息

Curr Oncol. 2023 Mar 16;30(3):3432-3446. doi: 10.3390/curroncol30030260.

Abstract

Cancer significantly contributes to global mortality, with 9.3 million annual deaths. To alleviate this burden, the utilization of artificial intelligence (AI) applications has been proposed in various domains of oncology. However, the potential applications of AI and the barriers to its widespread adoption remain unclear. This study aimed to address this gap by conducting a cross-sectional, global, web-based survey of over 1000 AI and cancer researchers. The results indicated that most respondents believed AI would positively impact cancer grading and classification, follow-up services, and diagnostic accuracy. Despite these benefits, several limitations were identified, including difficulties incorporating AI into clinical practice and the lack of standardization in cancer health data. These limitations pose significant challenges, particularly regarding testing, validation, certification, and auditing AI algorithms and systems. The results of this study provide valuable insights for informed decision-making for stakeholders involved in AI and cancer research and development, including individual researchers and research funding agencies.

摘要

癌症是导致全球死亡率的主要原因,每年有 930 万人因此死亡。为了减轻这一负担,人们提出在肿瘤学的各个领域应用人工智能(AI)。然而,AI 的潜在应用以及其广泛采用的障碍仍不清楚。本研究旨在通过对 1000 多名 AI 和癌症研究人员进行横断面、全球范围的网络调查来填补这一空白。结果表明,大多数受访者认为 AI 将对癌症分级和分类、随访服务和诊断准确性产生积极影响。尽管有这些好处,但也发现了一些限制因素,包括将 AI 纳入临床实践的困难以及癌症健康数据缺乏标准化。这些限制因素带来了重大挑战,尤其是在测试、验证、认证和审核 AI 算法和系统方面。本研究的结果为参与 AI 和癌症研究与开发的利益相关者(包括个体研究人员和研究资助机构)提供了有价值的决策依据。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/77ae/10047823/48f791f7f7fd/curroncol-30-00260-g001.jpg

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