Why is explainability especially critical when using AI systems to assist with medical diagnoses?

Question

BlackTom AI · Accepted Answer

When considering why explainability is critical for AI in medical diagnoses, it helps to start by outlining the practical and ethical implications involved.
Option 1: 'It helps patients and healthcare professionals understand and trust the AI’s recommendations, supporting safer and more ethical decisions.' This is the strongest justification. Transparent explanations enable clinicians to validate AI suggestions, discuss them with patients, and weigh risks and benefits, thereby promoting safety, accountability, and trust.
Option 2: 'It ensures that only doctors can use AI systems.' This is incorrect. Explainability does not restrict usage to a particular group; it focuses on making the AI's reasoning clear. Access control is a separate concern related to governance, not explainability itself.
Option 3: 'It guarantees that the AI system will outperform human doctors.' This is a misstatement. Explainability does not guarantee superior performance; AI tools can assist but not guarantee better outcomes, and many factors influence diagnostic accuracy beyond explainability alone.
Option 4: 'It reduces the amount of data needed to train the AI.' Explainability does not inherently reduce training data requirements. Data needs are determined by model architecture, objectives, and data availability; explainability pertains to how results are communicated and understood, not to data requisites.
In sum, the primary value of explainability in medical AI is enhancing understanding, trust, and informed decision-making among clinicians and patients, which ties directly to safety and ethics. The other claims either misstate the role of explainability or propose outcomes it cannot guarantee.

Why is explainability especially critical when using AI systems to assist with medical diagnoses?单项选择题

类似问题

London argues that we should integrate AI into medicine because (Check BOTH that apply)

What are critics of AI skeptical about its use in medicine?

How did Egyptian culture and governance change during the Ptolemaic period compared to the pharaonic period?

Name the Supreme Court decision that removed financial constraints on PACs.

Political scientists Joshua Kalla and David Broockman find that senior policy makers made themselves available to _____ between three and four times more often than they did to constituents.

Name the political scientist who argues that parties are designed to serve the needs of ambitious politicians (namely candidates and officeholders).

Name the political scientist who said this famous quote about the problems of pluralism: “The flaw in the pluralist heaven is that the heavenly choir sings with a strong upper-class accent.”

What is the name of the third party candidate in 2000 who was not allowed to participate in the presidential debates? Hint: We watched a video clip with him in class.

更多留学生实用工具

智能学习助手

风格化写作助手

论文查重助手

文献引用助手

课堂转译助手

课堂笔记助手

Quiz搜索助手

学校历年真题

智能刷题助手

智能匹配练习

希望你的学习变得更简单