为临床医生的Vibe编码：民主化定制软件开发以推动数字健康创新
Vibe coding for clinicians: democratising bespoke software development for digital health innovation
AI总结：
本文探讨了Vibe编码如何帮助临床医生通过自然语言提示大型语言模型，实现快速原型设计数字健康解决方案，弥合临床洞察与技术执行间的差距。
AI中文摘要：
临床医生常常面临被视作过于定制化或低优先级而难以吸引商业关注的工作流程问题。历史上，大多数医生缺乏技术知识来解决这些问题，但近年来出现的'Vibe编码'提供了变革性的机会。Vibe编码指的是使用自然语言提示大型语言模型共同开发软件。它提供了一条途径来创建简单的工具解决这些现实痛点，或原型更复杂的概念。本文由一群具有不同编程经验的早期采用者临床医生撰写，介绍了Vibe编码对于临床医生（尤其是那些没有或仅有最少编码经验的）作为民主化创新的途径。我们讨论了基础技能，概述了一些常见的挑战，提供了一套实用的分步指南，并通过一些案例示例来说明这种方法，同时注意考虑部署中的注意事项和防护措施。我们提出Vibe编码不仅仅是初学者的技术捷径，也不是专业软件开发人员的替代品。相反，它能够弥合临床洞察与技术执行之间的差距，使临床医生能够快速原型设计最符合临床现实的数字健康解决方案。
英文摘要：
Clinicians often face workflow problems that are perceived as either too bespoke or low stakes to attract commercial attention. Historically, most do not have the technical knowledge to address these problems, but the recent emergence of "vibe coding" presents a transformative opportunity. Vibe coding refers to the co-development of software using natural language prompts to large language models. It offers a pathway to create simple tools that address these real-world pain points, or to prototype more complex ideas. In this review, written by a group of early adopter clinicians with a range of programming expertise, we introduce vibe coding for clinicians (especially those with no or minimal coding experience) as a way of democratising innovation from the front lines. We discuss foundational skills, outline some common challenges, provide a practical step-by-step playbook, and illustrate this approach with some case examples, taking care to consider caveats and guardrails for deployment. We propose that vibe coding is more than a technical shortcut for beginners and is not a replacement for professional software developers. Instead, it can bridge the gap between clinical insight and technical execution, equipping clinicians with the ability to rapidly prototype digital health solutions most reflective of clinical realities.
