医学AI 年报(2025) · 总览

总览全部论文行业新闻临床试验
论文
35
逐篇详情 35 篇
行业新闻
51
报告口径 33 条
期刊覆盖
10
TOP10 期刊
试验总量
20832
AI相关
本期新增
1209
新增/更新
中国占比
10.2%
2128 项
论文动态:本期15篇论文聚焦大语言模型(LLM)在医疗领域的多维度应用,包括药物分析、临床决策支持、个性化健康教练、放射学、健康素养教育及心理治疗对比等,同时涵盖AI监管与伦理态度研究,显示LLM正从辅助工具向核心临床系统演进。

行业动态:行业新闻凸显AI医疗设备监管动态(FDA指南、AHA意见)、市场增长预期,以及Google DeepMind推出AI Co-Clinician计划,强调人机协作新模式。法规完善与商业化加速并存,产业进入规范化落地阶段。

高频期刊 TOP10

研究主题聚类

📄 论文动态 本期15篇论文聚焦大语言模型(LLM)在医疗领域的多维度应用,包括药物分析、临床决策支持、个性化健康教练、放射学、健康素养教育及心理治疗对比等,同时涵盖AI监管与伦理态度研究,显示LLM正从辅助工具向核心临床系统演进。 ### 🏭 行业动态 行业新闻凸显AI医疗设备监管动态(FDA指南、AHA意见)、市场增长预期,以及Google DeepMind推出AI Co-Clinician计划,强调人机协作新模式。法规完善与商业化加速并存,产业进入规范化落地阶段。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | Nat Med | 58.7 | 5 | | J Med Internet Res | 5.8 | 3 | | Cell Rep Med | 45.5 | 2 | | Int J Med Inform | 5.5 | 2 | | Radiology | 12.1 | 2 | | NPJ Digit Med | 12.4 | 2 | | Nat Biomed Eng | 25.8 | 1 | | N Engl J Med | 96.2 | 1 | | Elife | 6.4 | 1 | | JMIR Ment Health | 5.8 | 1 | ## 二、研究主题聚类 ### 大语言模型临床决策与药物安全
3 篇
LLM作为临床决策支持系统在药物安全(16专科)、药物分析协作方面获得高影响力验证,并构建医疗AI智能体基础架构
个性化健康与慢病管理
4 篇
从高血压远程护理、睡眠健身教练到2型糖尿病健康素养机器人,LLM驱动的个性化健康管理方案在真实世界中展现效果
生成式AI在医学中的通用框架与挑战
4 篇
综述性论文探讨生成式AI在医学及放射学中的应用、基础模型机遇与挑战,同时研究公众态度与法规适应性
检索增强生成(RAG)在医学问答与教育
3 篇
RAG技术提升医学问答准确性与长上下文处理能力,并在牙科教育、内源性免疫通路理解中展现潜力
AI心理健康与治疗交互
2 篇
比较AI聊天机器人与人类治疗师的沟通效果,生成式AI工具在团体治疗中改善临床结果与患者参与度

重点推荐论文(5 篇 · 查看全部 35 篇 →

📄 论文动态 本期15篇论文聚焦大语言模型(LLM)在医疗领域的多维度应用,包括药物分析、临床决策支持、个性化健康教练、放射学、健康素养教育及心理治疗对比等,同时涵盖AI监管与伦理态度研究,显示LLM正从辅助工具向核心临床系统演进。 ### 🏭 行业动态 行业新闻凸显AI医疗设备监管动态(FDA指南、AHA意见)、市场增长预期,以及Google DeepMind推出AI Co-Clinician计划,强调人机协作新模式。法规完善与商业化加速并存,产业进入规范化落地阶段。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | Nat Med | 58.7 | 5 | | J Med Internet Res | 5.8 | 3 | | Cell Rep Med | 45.5 | 2 | | Int J Med Inform | 5.5 | 2 | | Radiology | 12.1 | 2 | | NPJ Digit Med | 12.4 | 2 | | Nat Biomed Eng | 25.8 | 1 | | N Engl J Med | 96.2 | 1 | | Elife | 6.4 | 1 | | JMIR Ment Health | 5.8 | 1 | ## 二、研究主题聚类 ### 大语言模型临床决策与药物安全(3篇)

趋势:** LLM作为临床决策支持系统在药物安全(16专科)、药物分析协作方面获得高影响力验证,并构建医疗AI智能体基础架构 ### 个性化健康与慢病管理(4篇) **趋势:** 从高血压远程护理、睡眠健身教练到2型糖尿病健康素养机器人,LLM驱动的个性化健康管理方案在真实世界中展现效果 ### 生成式AI在医学中的通用框架与挑战(4篇) **趋势:** 综述性论文探讨生成式AI在医学及放射学中的应用、基础模型机遇与挑战,同时研究公众态度与法规适应性 ### 检索增强生成(RAG)在医学问答与教育(3篇) **趋势:** RAG技术提升医学问答准确性与长上下文处理能力,并在牙科教育、内源性免疫通路理解中展现潜力 ### AI心理健康与治疗交互(2篇) **趋势:** 比较AI聊天机器人与人类治疗师的沟通效果,生成式AI工具在团体治疗中改善临床结果与患者参与度 ## 三、重点推荐论文 ### A foundational architecture for AI agents in healthcare. **Cell Rep Med · IF 45.5 · PubMed · DOI
推荐理由:Cell Rep Med高IF论文,首次提出医疗AI智能体基础架构,为后续自主临床代理奠定理论框架

Large language model as clinical decision support system augments medication safety in 16 clinical specialties.

Cell Rep Med · IF 45.5 · PubMed · DOI
推荐理由:大规模多专科验证LLM提升用药安全,实证价值极高,直接支撑临床部署

Home-Based Care for Hypertension in Rural South Africa.

N Engl J Med · IF 96.2 · PubMed · DOI
推荐理由:NEJM顶刊,展示低资源环境下可扩展的远程护理模式,具有全球健康意义

A personal health large language model for sleep and fitness coaching.

Nat Med · IF 58.7 · PubMed · DOI
推荐理由:Nat Med论文,首个个性化健康LLM在睡眠健身教练场景中验证,代表健康管理新范式

Multinational Attitudes Toward AI in Health Care and Diagnostics Among Hospital Patients.

JAMA Netw Open · IF 10.5 · PubMed · DOI
推荐理由:JAMA Netw Open,跨国产患者态度研究,为AI伦理与接受度提供关键实证数据

重点行业动态(51 条 · 查看详情 →

Google's year in review: 8 areas with research breakthroughs in 2025

DeepMind · 链接
Google 2025 recap: Research breakthroughs of the year

Continuously hardening ChatGPT Atlas against prompt injection

OpenAI · 链接
OpenAI is strengthening ChatGPT Atlas against prompt injection attacks using automated red teaming trained with reinforcement learning. This proactive discover-and-patch loop helps identify novel expl

One in a million: celebrating the customers shaping AI’s future

OpenAI · 链接
More than one million customers around the world now use OpenAI to empower their teams and unlock new opportunities. This post highlights how companies like PayPal, Virgin Atlantic, BBVA, Cisco, Moder

Evaluating chain-of-thought monitorability

OpenAI · 链接
OpenAI introduces a new framework and evaluation suite for chain-of-thought monitorability, covering 13 evaluations across 24 environments. Our findings show that monitoring a model’s internal reasoni

Deepening our collaboration with the U.S. Department of Energy

OpenAI · 链接
OpenAI and the U.S. Department of Energy have signed a memorandum of understanding to deepen collaboration on AI and advanced computing in support of scientific discovery. The agreement builds on ongo

AI literacy resources for teens and parents

OpenAI · 链接
OpenAI shares new AI literacy resources to help teens and parents use ChatGPT thoughtfully, safely, and with confidence. The guides include expert-vetted tips for responsible use, critical thinking, h

Updating our Model Spec with teen protections

OpenAI · 链接
OpenAI is updating its Model Spec with new Under-18 Principles that define how ChatGPT should support teens with safe, age-appropriate guidance grounded in developmental science. The update strengthen

Introducing GPT-5.2-Codex

OpenAI · 链接
GPT-5.2-Codex is OpenAI’s most advanced coding model, offering long-horizon reasoning, large-scale code transformations, and enhanced cybersecurity capabilities.

Addendum to GPT-5.2 System Card: GPT-5.2-Codex

OpenAI · 链接

Gemini 3 Flash: frontier intelligence built for speed

DeepMind · 链接
Gemini 3 Flash offers frontier intelligence built for speed at a fraction of the cost.

Gemma Scope 2: helping the AI safety community deepen understanding of complex language model behavior

DeepMind · 链接
Open interpretability tools for language models are now available across the entire Gemma 3 family with the release of Gemma Scope 2.

Improved Gemini audio models for powerful voice experiences

DeepMind · 链接

Deepening our partnership with the UK AI Security Institute

DeepMind · 链接
Google DeepMind and UK AI Security Institute (AISI) strengthen collaboration on critical AI safety and security research

Strengthening our partnership with the UK government to support prosperity and security in the AI era

DeepMind · 链接
Deepening our partnership with the UK government to support prosperity and security in the AI era

FACTS Benchmark Suite: Systematically evaluating the factuality of large language models

DeepMind · 链接
Systematically evaluating the factuality of large language models with the FACTS Benchmark Suite.

Engineering more resilient crops for a warming climate

DeepMind · 链接
Scientists are using AlphaFold to strengthen a photosynthesis enzyme for resilient, heat-tolerant crops.

FDA-Approved Artificial Intelligence and Machine Learning (AI/ML)-Enabled Medical Devices: An Updated Landscape

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As artificial intelligence (AI) has been highly advancing in the last decade, machine learning (ML)-enabled medical devices are increasingly used in healthcare. In this study, we collected publicly av

The Current State Of Over 1450 FDA-Approved, AI-Based Medical Devices

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The FDA has been approving AI-based devices for years but didn’t initially distinguish them as a unique category. A few years back, we at The Medical Futurist Institute took it upon ourselves to sift

Understanding FDA regulations for AI in SaMD

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Despite the increasing number of AI-enabled medical devices the FDA has yet to establish a unique regulatory pathway for these devices. Most approvals follow a 510(k) pathway according to their risk l

The Current State Of Over 1450 FDA-Approved, AI-Based Medical Devices

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Article content The FDA has been approving AI-based devices for years but didn't initially distinguish them as a unique category. A few years back, we at The Medical Futurist Institute took it upon o

AHA Letter to FDA on AI-enabled Medical Devices

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Per section 201(h) of the Food, Drug and Cosmetic Act, certain AI applications are considered medical devices if they are “intended for use in the diagnosis of disease or other conditions, or in the c

Artificial Intelligence in Healthcare: Current Trends and Future Directions

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The healthcare industry is at the cusp of a technological revolution driven by the rapid advancements in artificial intelligence (AI). AI’s integration into healthcare systems promises to transform pa

Artificial Intelligence (AI) in Healthcare & Medical Field

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How is AI being Used in the Healthcare Industry

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While AI in healthcare has gained significant traction, the irreplaceable value of human skills, particularly empathy and compassion, are still needed and greatly valued in healthcare settings. The Na

An Overview of AI Tools in Healthcare + 10 Top Solutions

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Top AI Trends in Healthcare Driving Innovation in 2026

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AI co-clinician: researching the path toward AI-augmented care

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At Google DeepMind, our journey in medical AI has evolved from mastering examination-style tests of medical knowledge with MedPaLM, to matching physician performance in text-based simulated medical co

AI in Medicine: Exploring the Power of Google DeepMind

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In this episode, discover how Google's DeepMind AI is transforming medical care. We explore three key questions: How does DeepMind detect illnesses early? How will this technology improve healthcare f

Run MedGemma Free Online — Medical AI Demo (4B & 27B) | Dr7.ai

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### Want More Powerful AI Medical Diagnosis Features? Upgrade to Pro version to unlock advanced AI models, unlimited conversations, professional medical image analysis and more powerful features ##

Advancing Cutting-edge AI Capabilities

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AlphaFold, an AI model from Google DeepMind, is revolutionizing our understanding of proteins, the building blocks of life. By rapidly predicting their complex 3D shapes, AlphaFold is supporting scien

Google DeepMind

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OpenAI for Healthcare Aims to Streamline Clinical ...

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Last Thursday, OpenAI introduced OpenAI for Healthcare, a suite of secure AI products designed to help health care organizations deliver more high-quality care, reduce administrative burden, and power

OpenAI's Expanding Role in Healthcare

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significant aspect of OpenAI’s healthcare strategy involves partnering with leading healthcare institutions to explore AI’s potential in clinical and operational settings. Hospitals, academic medical

OpenAI for Healthcare: Complete 2026 Clinical ...

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Introducing OpenAI for Healthcare

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January 8, 2026 # Introducing OpenAI for Healthcare Secure AI products to help healthcare organizations scale high-quality care, reduce admin work for teams, and power custom clinical solutions—whil

OpenAI unveils multiple healthcare-focused chatbots for ...

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Microsoft announces new health-care AI tools

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"By integrating AI into health care, our goal is to reduce the strain on medical staff, foster the collective health team collaboration, enhance the overall efficiency of healthcare systems across the

4 Things to Know about Microsoft's New AI Tools for Health ...

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New medical imaging models. A collection of medical imaging models available in the Microsoft Azure AI model catalog will allow health care organizations to test, fine-tune, and build AI solutions tai

Microsoft Unveils AI Health Tool That Can Read Medical Records

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The Path to Medical Superintelligence | Microsoft AI

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Microsoft Unveils AI Health Tool That Can Read Medical Records

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How AI is taking over every step of drug discovery

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From Lab to Clinic: How Artificial Intelligence (AI) Is Reshaping Drug ...

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Artificial intelligence in drug discovery and development - PMC

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How AI Is Transforming Clinical Trials

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This gives physicians the potential to enhance their research programs in AI by cooperating actively with pharmaceutical companies and those involved with AI in various capacities. AI is aiding in dru

HealthTech 250: Top Digital Health Startups 2026

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## TL;DR With global digital health startup funding reaching a monumental $29.7 billion in 2025, Galen Growth’s latest intelligence platform provides a decision-grade roadmap for navigating the secto

How AI is reshaping digital health funding in 2026

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Awards + DEI Awards + Innovation Awards Resources + Webinars + Fierce Events + Industry Events + Podcasts + Survey + Whitepapers Events Subscribe Fierce Pharma Fierce Biotech Fi

Startup Funding | Digital Health

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Healthcare Dive # Don't miss tomorrow's healthcare industry news Let Healthcare Dive's free newsletter keep you informed, straight from your inbox. Informa Tech Target Logo Informa TechTarget Brand

Digital Health Grant – Apply Today

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The Digital Health topic aims to support entrepreneurs and startups at the earliest-stages of development of innovative, differentiated and novel technologies that aim to improve physical or mental we

AI 临床试验速览 · 完整分析 →

地区总量招募中已完成行业赞助
🌐 全球20832424487482010
🇨🇳 中国2128611521124
🇺🇸 美国616713203180997
趋势解读:AI 相关临床试验共 20832 项,中国 2128 项(10.2%);研发以学术/其他资助为主(17564),行业赞助 2010 项。数据截止 2026-08-04 18:49。

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详情说明:论文为 PubMed 全量(有日报或深度分析的周期自动合并逐篇详情);新闻为免费 RSS 采集;临床试验来自 ClinicalTrials.gov。