Despite the great current relevance of Artificial Intelligence, and the extraordinary innovations that this discipline has brought to many fields -among which, without a doubt, medicine is found-, experts in medical applications of Artificial Intelligence are looking for new alternatives to solve problems for which current Artificial Intelligence programs do not provide with optimal solutions. For this, one promising option could be the use of the concepts and ideas of Quantum Mechanics, for the construction of quantum-based Artificial Intelligence systems. From a hybrid classical-quantum perspective, this article deals with the application of quantum computing techniques for the staging of Invasive Ductal Carcinoma of the breast. It includes: (1) a general explanation of a classical, and well-established, approach for medical reasoning, (2) a description of the clinical problem, (3) a conceptual model for staging invasive ductal carcinoma, (4) some basic notions about Quantum Rule-Based Systems, (5) a step-by-step explanation of the proposed approach for quantum staging of the invasive ductal carcinoma, and (6) the results obtained after running the quantum system on a significant number of use cases. A detailed discussion is also provided at the end of this paper.
翻译:尽管人工智能在当前具有重大意义,且这一学科为众多领域(其中无疑包括医学)带来了非凡的创新,但医学人工智能应用领域的专家仍在寻找新的替代方案,以解决当前人工智能程序无法提供最优解的问题。为此,一个有前景的选择是利用量子力学的概念和思想构建基于量子的人工智能系统。本文从经典-量子混合视角探讨了量子计算技术在乳腺浸润性导管癌分期中的应用。内容包括:(1)解释一种经典且成熟的医学推理方法;(2)描述临床问题;(3)提出浸润性导管癌分期的概念模型;(4)介绍量子规则系统的基本概念;(5)逐步阐述本研究所提出的量子分期方法;(6)展示在大量用例上运行量子系统后获得的结果。本文末尾还提供了详细讨论。