医学AI 周报 · 总览

总览全部论文行业新闻临床试验
论文
38
逐篇详情 8 篇
行业新闻
28
报告口径 28 条
期刊覆盖
10
TOP10 期刊
试验总量
20991
AI相关
本期新增
313
新增/更新
中国占比
10.2%
2128 项
论文动态：本周论文涵盖医学成像与信号处理中的机器学习应用（外周动脉疾病分类、前列腺MRI分割、胃肠道间质瘤突变预测），大语言模型在少样本ECG分析、医学文献PICO提取、儿科文献简化、心理健康预测、危重患者谵妄预测、心血管事件识别方面的探索，以及癌症临床试验（NSCLC免疫治疗、PTEN缺失、MDM2抑制剂、RET融合阳性肺癌靶向治疗）和AI医学教育等方向。

行业动态：行业新闻聚焦于FDA对AI医疗器械的监管动态（包括审批流程简化），以及Google Cloud和DeepMind在医疗AI的技术进展与市场前景，反映出AI医疗设备监管日益明确，大型科技公司加大医疗AI投入。

高频期刊 TOP10

研究主题聚类

📄 论文动态 本周论文涵盖医学成像与信号处理中的机器学习应用（外周动脉疾病分类、前列腺MRI分割、胃肠道间质瘤突变预测），大语言模型在少样本ECG分析、医学文献PICO提取、儿科文献简化、心理健康预测、危重患者谵妄预测、心血管事件识别方面的探索，以及癌症临床试验（NSCLC免疫治疗、PTEN缺失、MDM2抑制剂、RET融合阳性肺癌靶向治疗）和AI医学教育等方向。 ### 🏭 行业动态 行业新闻聚焦于FDA对AI医疗器械的监管动态（包括审批流程简化），以及Google Cloud和DeepMind在医疗AI的技术进展与市场前景，反映出AI医疗设备监管日益明确，大型科技公司加大医疗AI投入。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | J Med Internet Res | 5.8 | 4 | | Comput Biol Med | 6.5 | 3 | | Clin Cancer Res | 10.0 | 3 | | JMIR Form Res | 5.8 | 2 | | BMJ Health Care Inform | 93.6 | 2 | | Cancer Res | 10.0 | 1 | | JMIR AI | 5.8 | 1 | | N Engl J Med | 96.2 | 1 | | Acad Med | 5.1 | 1 | | Cell Rep Med | 45.5 | 1 | ## 二、研究主题聚类 ### 医学成像与信号分析的机器学习
3 篇
深度学习在影像和生理信号分析中持续提升诊断性能，向多中心、多模态方向发展。
大语言模型与智能体在医学中的应用
9 篇
大语言模型从文本处理向多模态、少样本学习及AI智能体演进，开始介入临床决策和自动化科研。
癌症药物研发与临床试验
4 篇
精准医疗持续推进，靶向和免疫治疗扩展至早期阶段或特定生物标志物人群。
AI医学教育
1 篇
AI用于弥合医学教育中经验差距，推动基于AI的模拟与沉浸式教学。
医疗AI监管政策
5 篇
FDA更新指南简化审批流程，强化AI医疗器械的安全有效监管框架。
医疗AI市场与平台
3 篇
云计算巨头加速布局医疗AI，市场预计高速增长，生态逐步形成。

重点推荐论文（4 篇 · 查看全部 38 篇 →）

📄 论文动态 本周论文涵盖医学成像与信号处理中的机器学习应用（外周动脉疾病分类、前列腺MRI分割、胃肠道间质瘤突变预测），大语言模型在少样本ECG分析、医学文献PICO提取、儿科文献简化、心理健康预测、危重患者谵妄预测、心血管事件识别方面的探索，以及癌症临床试验（NSCLC免疫治疗、PTEN缺失、MDM2抑制剂、RET融合阳性肺癌靶向治疗）和AI医学教育等方向。 ### 🏭 行业动态 行业新闻聚焦于FDA对AI医疗器械的监管动态（包括审批流程简化），以及Google Cloud和DeepMind在医疗AI的技术进展与市场前景，反映出AI医疗设备监管日益明确，大型科技公司加大医疗AI投入。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | J Med Internet Res | 5.8 | 4 | | Comput Biol Med | 6.5 | 3 | | Clin Cancer Res | 10.0 | 3 | | JMIR Form Res | 5.8 | 2 | | BMJ Health Care Inform | 93.6 | 2 | | Cancer Res | 10.0 | 1 | | JMIR AI | 5.8 | 1 | | N Engl J Med | 96.2 | 1 | | Acad Med | 5.1 | 1 | | Cell Rep Med | 45.5 | 1 | ## 二、研究主题聚类 ### 医学成像与信号分析的机器学习（3篇）

趋势:** 深度学习在影像和生理信号分析中持续提升诊断性能，向多中心、多模态方向发展。 ### 大语言模型与智能体在医学中的应用（9篇） **趋势:** 大语言模型从文本处理向多模态、少样本学习及AI智能体演进，开始介入临床决策和自动化科研。 ### 癌症药物研发与临床试验（4篇） **趋势:** 精准医疗持续推进，靶向和免疫治疗扩展至早期阶段或特定生物标志物人群。 ### AI医学教育（1篇） **趋势:** AI用于弥合医学教育中经验差距，推动基于AI的模拟与沉浸式教学。 ### 医疗AI监管政策（5篇） **趋势:** FDA更新指南简化审批流程，强化AI医疗器械的安全有效监管框架。 ### 医疗AI市场与平台（3篇） **趋势:** 云计算巨头加速布局医疗AI，市场预计高速增长，生态逐步形成。 ## 三、重点推荐论文 ### Selpercatinib in Early-Stage RET Fusion-Positive Non-Small-Cell Lung Cancer. **N Engl J Med · IF 96.2 · PubMed · DOI
推荐理由：发表于NEJM，显示靶向治疗在早期肺癌的突破，可能改变临床实践。

A large language model-driven multidisciplinary AI agent system predicts delirium in emergency critically ill patients.

Cell Rep Med · IF 45.5 · PubMed · DOI
推荐理由：高影响力期刊，展示LLM多学科智能体在急诊危重症中的实际临床价值，代表AI agent在医疗中的应用趋势。

Diagnostic accuracy of electronic medical record retrieval methods and a large language model for identifying cardiovascular events: a multisite retrospective validation study in a medical system in the United States.

BMJ Open · IF 93.6 · PubMed · DOI
推荐理由：多站点验证LLM在真实EMR中的诊断准确性，为实际应用奠定基础，并涉及医疗数据隐私与集成。

Agentic genomics: From pipeline automation to autonomous validation.

Cell Genom · IF 45.5 · PubMed · DOI
推荐理由：提出agentic genomics新范式，从自动化到自主验证，为基因组学和科研自动化指明未来方向。

重点行业动态（28 条 · 查看详情 →）

The Current State Of FDA-Approved AI-Enabled 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

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

Understanding FDA regulations for AI in SaMD | ICON

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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

FDA finalizes recommendations simplifying approval process for medical devices that use AI | AHA News

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Dec 05, 2024 - 01:45 PM FDA Update 900x400 The Food and Drug Administration yesterday released recommendations for streamlining the approval process for medical devices that use artificial intellige

AHA Letter to FDA on AI-enabled Medical Devices | AHA

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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 (AI) in healthcare | Google Cloud

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# Artificial intelligence (AI) and the healthcare industry Artificial intelligence (AI) is transforming the healthcare industry, revolutionizing the way care is delivered, research is conducted, and

Artificial Intelligence (AI) in Healthcare & Medical Field

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How Has AI Impacted the Health Industry? AI for healthcare offers the ability to process and analyze vast amounts of medical data far beyond human capacity. The benefits of AI in healthcare include f

Artificial Intelligence (AI) in Healthcare Market Scope 2031

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Global market for Artificial Intelligence (AI) in Healthcare was valued at US$ 25.64 Billion in 2023 Annual market size is expected to reach US$ 519.73 Billion by 2031 Total addressable market (TAM)

AI co-clinician: researching the path toward AI-augmented care — Google DeepMind

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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

Developing reliable AI tools for healthcare — Google DeepMind

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Today in Nature Medicine, we’ve published our joint paper with Google Research, which proposes CoDoC (Complementarity-driven Deferral-to-Clinical Workflow), an AI system that learns when to rely on pr

Google for Health - 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 - Wikipedia

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DeepMind Technologies Limited, trading as Google DeepMind or simply DeepMind, is a British-American artificial intelligence (AI) research laboratory which serves as a subsidiary of Alphabet Inc. Found

OpenAI for Healthcare: Complete 2026 Clinical Documentation Guide - SOAP Note Guides and Examples

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SOAPNoteAI Logo SOAPNoteAI.com SOAPNoteAI Logo SOAPNoteAI.com ## Product ## AI Scribe by Practice ## SOAP Note Guides ## SOAP Note Examples ## New for 2026 ## 2026 Resources ## Documentation

OpenAI’s Expanding Role in Healthcare: A Strategic Overview OpenAI is rapidly positioning itself as a major player in the healthcare industry, leveraging its advanced artificial intelligence models… | Trey R.

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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 unveils multiple healthcare-focused chatbots for providers and consumers | The Health Management Academy

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On Jan. 8, the company announced “OpenAI for Healthcare”, a suite of HIPAA-compliant AI tools with clinical and administrative use cases. The announcement featured two major products: ChatGPT for Hea

Solutions for healthcare | OpenAI

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OpenAI for healthcare # Enterprise AI built for safer, more efficient care Scale high-quality care with an AI platform that supports HIPAA compliance and provides clinical-grade intelligence across

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

The Potential of Artificial Intelligence in Pharmaceutical Innovation: From Drug Discovery to Clinical Trials

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In fact, a recent study analyzed the success of AI-discovered drugs in clinical trials, highlighting their growing impact on pharmaceutical research. The study found that AI-driven biotech companies h

How AI is taking over every step of drug discovery - C&EN

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Latshaw says the application of AI across the clinical trial process, from design to recruitment and analysis, can speed up the process by 50% compared with traditional methods. The FDA, which holds

Clinical trials gain intelligence | Nature Biotechnology

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Artificial Intelligence (AI) has revolutionized the field of drug discovery, and a growing number of AI-discovered drugs are advancing into clinical trials, with an 80–90% success rate in phase 1 tria

AI-enabled drug discovery reaches clinical milestone

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Skip to main content News & Views Published: Machine learning # AI-enabled drug discovery reaches clinical milestone Marinka Zitnik ORCID: orcid.org/0000-0001-8530-72281,2,3,4 Nature Medici

Pharma AI is Changing Clinical Trials by Optimizing Patient Selection

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AI in pharmacology is transformative due to its ability to process and interpret scientific information on an unprecedented scale. According to Wang et al., AI systems in drug discovery can read, proc

2025 year-end digital health funding overview: A tale of two ...

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# 2025 year-end digital health funding overview: A tale of two markets In a turbulent year for healthcare and the broader market, digital health started to feel less like a tremor of innovation and m

Top Digital Health Startups by Fundraising (2026) – New Market Pitch

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The top ten digital health startups represent about $7.0B in funding, which shows that capital is concentrated around a small group of scaled platforms. Mental health is the deepest digital health fu

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

Digital Health Startups 2026: $14.2B Raised, Top Companies & Trends

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The digital health landscape enters 2026 at an inflection point. According toRock Health's 2025 year-end report, U.S. digital health companies raised $14.2 billion in venture funding—a 35% increase ov

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

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。