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:Abstract: 尽管人工智能具有极大的当前相关性,并且这门学科已经为许多领域带来了非凡的创新,特别是医学领域,但专家们正在寻找新的解决当前人工智能程序无法提供最佳解决方案的问题的替代方案。为此,一种有前途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。本文从混合经典量子的角度出发,探讨了应用量子计算技术进行乳腺浸润性导管癌分期的方法。其中包括:(1)对医学推理的一般解释,(2)对临床问题的描述,(3)乳腺浸润性导管癌分期的概念模型,(4)关于量子基于规则的系统的一些基本概念,(5)所提出的用于乳腺浸润性导管癌分期的量子方法的逐步说明,以及(6)在大量使用实例上运行量子系统后得到的结果。本文最后还提供了详细的讨论。