医学AI 季报(2026Q2) · 总览

总览全部论文行业新闻临床试验
论文
27
逐篇详情 27 篇
行业新闻
54
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AI在医疗领域的深度应用,尤其是大语言模型(LLM)在临床决策支持、心理治疗、药物分析中的创新,以及RAG技术优化。同时涵盖AI驱动的早期癌症检测(液体活检、影像组学)、药物抵抗机制、CAR T靶点识别等。基础研究方面包括儿科肿瘤结构变异和免疫球蛋白编辑机制。整体呈现从算法验证向临床落地转化的趋势。

行业动态:行业动态围绕FDA对AI医疗器械的监管政策调整,包括简化审批流程、建立分类体系(1016项授权设备分析)、强调风险收益报告。同时市场报告显示AI医疗健康市场以37.66% CAGR持续增长,多家机构推动AI作为临床共治模式(co-clinician),Google DeepMind等头部力量加速布局。监管与商业化双轮驱动行业进入快车道。

高频期刊 TOP10

研究主题聚类

📄 论文动态 本期15篇论文聚焦AI在医疗领域的深度应用,尤其是大语言模型(LLM)在临床决策支持、心理治疗、药物分析中的创新,以及RAG技术优化。同时涵盖AI驱动的早期癌症检测(液体活检、影像组学)、药物抵抗机制、CAR T靶点识别等。基础研究方面包括儿科肿瘤结构变异和免疫球蛋白编辑机制。整体呈现从算法验证向临床落地转化的趋势。 ### 🏭 行业动态 行业动态围绕FDA对AI医疗器械的监管政策调整,包括简化审批流程、建立分类体系(1016项授权设备分析)、强调风险收益报告。同时市场报告显示AI医疗健康市场以37.66% CAGR持续增长,多家机构推动AI作为临床共治模式(co-clinician),Google DeepMind等头部力量加速布局。监管与商业化双轮驱动行业进入快车道。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | Nature | 50.5 | 3 | | J Med Internet Res | 5.8 | 2 | | Cell | 45.5 | 2 | | Cancer Cell | 31.7 | 2 | | J Am Med Inform Assoc | 6.4 | 2 | | Eur J Cancer | 7.6 | 1 | | Nat Med | 58.7 | 1 | | Radiology | 12.1 | 1 | | Nat Biomed Eng | 25.8 | 1 | | Circ Res | 20.1 | 1 | ## 二、研究主题聚类 ### 大语言模型(LLM)与医疗应用
8 篇
论文集中探讨LLM在结直肠癌决策、心理治疗认知层架构、药物分析、RAG优化及自主医疗智能体等方向,显示LLM正从概念验证迈向临床场景的深度定制与集成,RAG技术成为提升可靠性的关键手段。
AI驱动的癌症检测与诊断
3 篇
基于液体活检和影像组学的AI方法在早期癌症检测中展现高灵敏度,CT放射组学机器学习可鉴别肝细胞癌纤维化,meta分析验证了AI联合液体活检的临床价值。
药物发现与生物机制
3 篇
Cell和Nature发文揭示RAS抑制剂耐药的新分子胶机制、CETP抑制剂新靶点,以及AI辅助CAR T靶点筛选,表明计算生物学正在加速靶向治疗突破。
基因组学与免疫编辑
2 篇
儿科癌症结构变异图谱和Igκ可变区编辑机制的研究,为肿瘤发生机制和免疫多样性提供了新视角,结构变异检测技术有望融入临床。

重点推荐论文(3 篇 · 查看全部 27 篇 →

📄 论文动态 本期15篇论文聚焦AI在医疗领域的深度应用,尤其是大语言模型(LLM)在临床决策支持、心理治疗、药物分析中的创新,以及RAG技术优化。同时涵盖AI驱动的早期癌症检测(液体活检、影像组学)、药物抵抗机制、CAR T靶点识别等。基础研究方面包括儿科肿瘤结构变异和免疫球蛋白编辑机制。整体呈现从算法验证向临床落地转化的趋势。 ### 🏭 行业动态 行业动态围绕FDA对AI医疗器械的监管政策调整,包括简化审批流程、建立分类体系(1016项授权设备分析)、强调风险收益报告。同时市场报告显示AI医疗健康市场以37.66% CAGR持续增长,多家机构推动AI作为临床共治模式(co-clinician),Google DeepMind等头部力量加速布局。监管与商业化双轮驱动行业进入快车道。 ### 📊 高频期刊 TOP10 | 期刊 | IF | 篇数 | |:---|---:|---:| | Nature | 50.5 | 3 | | J Med Internet Res | 5.8 | 2 | | Cell | 45.5 | 2 | | Cancer Cell | 31.7 | 2 | | J Am Med Inform Assoc | 6.4 | 2 | | Eur J Cancer | 7.6 | 1 | | Nat Med | 58.7 | 1 | | Radiology | 12.1 | 1 | | Nat Biomed Eng | 25.8 | 1 | | Circ Res | 20.1 | 1 | ## 二、研究主题聚类 ### 大语言模型(LLM)与医疗应用(8篇)

趋势:** 论文集中探讨LLM在结直肠癌决策、心理治疗认知层架构、药物分析、RAG优化及自主医疗智能体等方向,显示LLM正从概念验证迈向临床场景的深度定制与集成,RAG技术成为提升可靠性的关键手段。 ### AI驱动的癌症检测与诊断(3篇) **趋势:** 基于液体活检和影像组学的AI方法在早期癌症检测中展现高灵敏度,CT放射组学机器学习可鉴别肝细胞癌纤维化,meta分析验证了AI联合液体活检的临床价值。 ### 药物发现与生物机制(3篇) **趋势:** Cell和Nature发文揭示RAS抑制剂耐药的新分子胶机制、CETP抑制剂新靶点,以及AI辅助CAR T靶点筛选,表明计算生物学正在加速靶向治疗突破。 ### 基因组学与免疫编辑(2篇) **趋势:** 儿科癌症结构变异图谱和Igκ可变区编辑机制的研究,为肿瘤发生机制和免疫多样性提供了新视角,结构变异检测技术有望融入临床。 ## 三、重点推荐论文 ### A cognitive layer architecture to support large-language model performance in psychotherapy interactions. **Nat Med · IF 58.7 · PubMed · DOI
推荐理由:发表于Nat Med(IF=58.7),首次提出认知层架构增强LLM在心理治疗中的表现,直接指向精神卫生这一高需求领域,具有重要临床转化潜力。

Towards autonomous medical artificial intelligence agents.

Nature · IF 50.5 · PubMed · DOI
推荐理由:发表于Nature(IF=50.5),系统阐述了自主医疗AI智能体的技术路线和伦理挑战,是未来AI独立执行临床任务的里程碑式展望。

A collaborative large language model for drug analysis.

Nat Biomed Eng · IF 25.8 · PubMed · DOI
推荐理由:发表于Nat Biomed Eng(IF=25.8),展示了多LLM协作框架用于药物分析,体现了AI在制药领域的协作智能新范式,实用价值高。

重点行业动态(54 条 · 查看详情 →

How ChatGPT adoption has expanded

OpenAI · 链接
New OpenAI Signals data shows how ChatGPT adoption is growing globally, with users increasing usage, exploring more capabilities, and driving growth across regions and languages.

Memora: A Harmonic Memory Representation Balancing Abstraction and Specificity

Microsoft Research · 链接
AI agents can't remember past conversations. They must constantly reload or retrieve context, which grows less efficient as tasks get longer and more complex. Memora solves this with a scalable memory

Core dump epidemiology: fixing an 18-year-old bug

OpenAI · 链接
OpenAI engineers used large-scale core dump analysis to debug rare infrastructure crashes, uncovering both a hardware fault and a long-standing software bug.

Inside Genebench-Pro

OpenAI · 链接

Introducing GeneBench-Pro

OpenAI · 链接
Introducing GeneBench-Pro, a new benchmark testing AI performance in genomics, biology, and scientific research using complex, real-world datasets.

Mapping Europe’s AI Workforce Opportunity

OpenAI · 链接
A new OpenAI report maps how AI could reshape jobs across the EU, highlighting which occupations may face automation, growth, or workflow changes.

HP Inc. launches Frontier strategic partnership with OpenAI

OpenAI · 链接
HP Inc. scales its OpenAI Frontier partnership to deploy AI across customer experiences, software development, and enterprise operations.

Previewing GPT-5.6 Sol: a next-generation model

OpenAI · 链接
OpenAI previews GPT-5.6 Sol, a next-generation model with stronger capabilities in coding, science, and cybersecurity, paired with its most advanced safety stack.

Understanding the brain with AI-driven explanations and experiments

Microsoft Research · 链接
Researchers introduce generative causal testing, which translates black box models into clear hypotheses and verifies them in the scanner, revealing what specific brain regions respond to in language.

How agents are transforming work

OpenAI · 链接
A new OpenAI research paper shows how AI agents are transforming work, enabling longer, more complex tasks and expanding productivity across roles.

Introducing computer use in Gemini 3.5 Flash

DeepMind · 链接

Talos: Scaling rare disease diagnosis with automated, iterative genomic reanalysis

Microsoft Research · 链接
Talos was built to help resolve a major bottleneck in genomic medicine: human review time. The open-source system recovered 90% of in-scope diagnoses while surfacing just 1.3 candidate variants per pa

Unlocking UK house-building with AI-accelerated planning

DeepMind · 链接
UK government partners with Google DeepMind to build a new AI-powered prototype aimed at faster housing decisions.

Securing the future of AI agents

DeepMind · 链接
Securing internal systems with an AI Control Roadmap, combining traditional safeguards and real-time monitoring.

DiffusionGemma: 4x faster text generation

DeepMind · 链接

Investing in multi-agent AI safety research

DeepMind · 链接
Google DeepMind and partners announce a $10M funding call for multi-agent safety research.

Fluid, natural voice translation with Gemini 3.5 Live Translate

DeepMind · 链接
Gemini 3.5 Live Translate brings near real-time, natural speech translation to Google AI Studio, Google Translate and Google Meet.

Introducing Gemma 4 12B: a unified, encoder-free multimodal model

DeepMind · 链接

Powering the future of robotics in Europe

DeepMind · 链接

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

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

FDA finalizes recommendations simplifying approval ...

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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

Benefit-Risk Reporting for FDA-Cleared Artificial Intelligence ...

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7.Wu E, Wu K, Daneshjou R, Ouyang D, Ho DE, Zou J. How medical AI devices are evaluated: limitations and recommendations from an analysis of FDA approvals. _Nat Med_. 2021;27(4):582-584. doi: doi: 10.

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

2026 healthcare AI trends: Insights from experts

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HealthDecember 15, 2025 # 2026 healthcare AI trends: Insights from experts Big data artificial intelligence machine learning neural network flow complex information science innovation technology dat

An Overview of AI Tools in Healthcare + 10 Top Solutions

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ResourcesInsight # An Overview of AI Tools in Healthcare + 10 Top Solutions By Logan Masta, Director, Special Projects at Arcadia Posted: Unlocking Big Data Artificial Intelligence Quality Improve

Top AI Trends in Healthcare Driving Innovation in 2026

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# Top AI Trends in Healthcare Driving Innovation in 2026 A group of young doctors reviews healthcare data on a tablet while walking through a hospital corridor. Artificial intelligence continues to

AI in Healthcare: Applications and Impact

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AI isn’t only good for patient care and clinician well-being, though. A McKinsey analysis estimates that generative AI alone could create $60–110 billion in annual value for the American healthcare in

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

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

Developing reliable AI tools for healthcare

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Notes on data This research was purely theoretical, based on de-identified, historic, clinical data. Google DeepMind and Google Research did not have access to our partners’ de-identified medical ima

Towards Conversational Medical AI with Eyes, Ears and a Voice

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This project was an extensive collaboration between many teams at Google DeepMind and Google Research. We thank Sumanth Dathathri for their comprehensive review and detailed feedback on the manuscript

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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## Frequently Asked Questions OpenAI for Healthcare is a suite of HIPAA-compliant AI products launched in January 2026 for healthcare providers. It's powered by GPT-5.2 models and is already deployed

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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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

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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infectiousdiseaseadvisor logo HMN logo facebook share twitter share linkedin share email print # Microsoft Unveils AI Health Tool That Can Read Medical Records HealthDay News — Microsoft is rolling

The Path to Medical Superintelligence | Microsoft AI

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We want to do more to help -and believe generative AI can be transformational. That’s why, at the end of 2024, we launched a dedicated consumer health effort at Microsoft AI, led by clinicians, design

Microsoft Unveils AI Health Tool That Can Read Medical Records

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U.S. News and World Report Logo Sections Resources Resources # Microsoft Unveils AI Health Tool That Can Read Medical Records U.S. News & World Report Microsoft Unveils AI Health Tool That Can R

ACCC | Harnessing Artificial Intelligence in Drug Discovery and Development

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The integration of artificial intelligence (AI) into drug discovery and development endeavors has the potential to revolutionize the anticancer pharmaceutical landscape and unlock unprecedented effici

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

Artificial intelligence in drug discovery and development - PMC

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## AI in clinical trial design Clinical trials are directed toward establishing the safety and efficacy of a drug product in humans for a particular disease condition and require 6–7 years along with

AI in Drug Discovery: Target ID to Clinical Translation | Drug Discovery News

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AI in drug discovery has moved from a speculative tool to a working part of the pipeline at nearly every major pharmaceutical company. Machine learning now contributes to how targets are identified, h

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

AI, wellness tech drove digital health funding in 2025

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Those startups raised $2 billion across 44 deals, jumping from the eighth- to the third-most-funded value proposition YoY. Oura’s $900 million raise accounted for nearly half that total, but even aft

AI startups boost digital health funding in H1: Rock Health | Healthcare Dive

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### Dive Brief: Digital health startups raked in more venture capital funding in the first half of the year, signaling the market is stabilizing following pandemic-era investment volatility, accor

Digital Health Funding: A Guide to Risk Management for Every Startup

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Recent digital health funding announcements indicate how much digital health startups have raised — investors are setting their sights on digital health players and early-stage startups with innovativ

Startup Funding | Digital Health

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##### Bold Capital Partners Bold Capital Partners invests in early stage digital health related startups. BOLD companies build on the convergence of the physical, digital, virtual, and biological wor

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

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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。