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代表性文献（按质量分排序，前 60 条）

• The role of agentic artificial intelligence in healthcare: a scoping review.
  2026 · AI Agent 生态 · Agentic AI represents a promising evolution of artificial intelligence in healthcare, with systems capable of operating autonomously to achieve defined clinical goals. However, the literature lacks conceptual clarity in …
• Ethical issues in multi-agent AI systems for healthcare: a narrative review.
  2026 · AI Agent 生态 · Introduction Multi-agent AI systems are believed to bring significant improvements in digital health, but it also brings new and more serious ethical issues. Such systems distribute the decision-making process among mult…
• A large language model-driven multidisciplinary AI agent system predicts delirium in emergency critically ill patients.
  2026 · AI Agent 生态 · Delirium occurs frequently in emergency departments and is associated with poor outcomes and increased burden. Early delirium risk prediction is crucial for timely prevention and intervention in emergency care, but most …
• Cognitive Readiness for Human-AI Collaboration.
  2026 · AI Agent 生态 · ObjectiveThis narrative review examines the cognitive, metacognitive, and team competency requirements that may contribute to productive and reliable collaboration between human and AI to address two questions: What capa…
• Integrating LLMs and Knowledge Graphs for Medical AI: Advances, Challenges, and Future Directions.
  2026 · AI Agent 生态 · This review synthesizes how integrating large language models (LLMs) with knowledge graphs (KGs) advances medical AI across methods, applications, and evaluation. While LLMs excel at natural language understanding and co…
• A foundational architecture for AI agents in healthcare
  2025 · AI Agent 生态 · Medical AI agents represent a transformative paradigm in healthcare, distinguished from traditional AI by their autonomy, adaptability, and ability to manage complex tasks. This review introduces a conceptual framework f…
• A Bilingual On-Premises AI Agent for Clinical Drafting: Implementation Report of Seamless Electronic Health Records Integration in the Y-KNOT Project.
  2025 · AI Agent 生态 · Large language models (LLMs) have shown promise in reducing clinical documentation burden, yet their real-world implementation remains rare. Especially in South Korea, hospitals face several unique challenges, such as st…
• From Data to Decisions: Harnessing Multi-Agent Systems for Safer, Smarter, and More Personalized Perioperative Care.
  2025 · AI Agent 生态 · Background/Objectives : Artificial intelligence (AI) is increasingly applied across the perioperative continuum, with potential benefits in efficiency, personalization, and patient safety. Unfortunately, most such tools …
• MoringaLeafNet: A multi-class leaf disease dataset for precision agriculture and deep learning research.
  2025 · 智慧农业 · Moringa Oleifera, which has outstanding nutritional and health benefits, is prized around the world because its leaves are rich in essential vitamins, antioxidants, and minerals that support digestion, help the immune sy…
• ClinOrch: A Privacy-preserving, Doctor-configurable Multi-Agent Clinical Intelligence Architecture for Pre-consultation, Physician Support, and Longitudinal Care Orchestration
  2026 · AI Agent 生态 · Clinical encounters are increasingly constrained by fragmented records, incomplete patient histories, administrative burden, <br> guideline complexity, and limited physician time. This paper proposes ClinOrch, a pr…
• Agentic AI Framework for Adaptive Clinical Workflow Orchestration
  2026 · AI Agent 生态 · Healthcare systems in resource-constrained settings face systemic challenges, including workflow inefficiencies and clinician overload, which directly threaten patient safety and quality of care. Although Artificial Inte…
• CareBuddy: A Multi-Agent Conversational AI for Alzheimer’s Care and Assistance
  2026 · AI Agent 生态 · Abstract Managing Alzheimer’s disease presents daily challenges for both the individuals living with the condition and their informal caregivers. While conversational AI offers potential support, traditional single-agent…
• Agent AI for Personalized Healthcare: A Multi-Agent Framework for Real-Time Disease Detection and Patient Support
  2026 · AI Agent 生态 · The rapid growth of digital health data from wearable devices, electronic health records, and medical imaging has created unprecedented opportunities for personalized healthcare. However, traditional AI models often face…
• Designing an AI Agent System to Execute Biodesign Debate Process
  2026 · AI Agent 生态 · Early-stage healthcare innovation depends on systematic unmet need discovery, a process constrained by time and multidisciplinary coordination. We developed BioDesign Agent, a multi-agent debate framework built on LangGr…
• AI-MediAssist: A Conversational Agent for Healthcare Guidance
  2026 · AI Agent 生态 · Timely and good access to healthcare is still a big challenge, especially in rural and semi-urban areas that have limited access to a healthcare facility and healthcare professional. To bridge this gap, we offer ViteaSen…
• Structured Red Teaming Improves Safety of a Clinical AI Multi-Agent Platform Under High-Risk Conditions
  2026 · AI Agent 生态 · Abstract Artificial intelligence (AI) agents are increasingly used in clinical settings, yet their safety and reliability remain uncertain. We conducted a two-phase stress test using adversarial prompts and evaluated 476…
• MedAgentNet: Federated Multi-Agent AI for Privacy-Preserving Cross-Departmental Clinical Intelligence
  2026 · AI Agent 生态 · Fragmented healthcare delivery across medical specialties often leads to incomplete clinical information, undetected drug interactions, and missed diagnostic relationships. Existing healthcare AI systems typically rely o…
• Transforming Healthcare and Human-Computer Interaction Through Conversational AI
  2026 · AI Agent 生态 · The rapid advancements in artificial intelligence (AI), specifically in the realms of machine learning, deep learning, and natural language processing, have brought about transformative changes in the interaction between…
• RAG - In Hospital Management System
  2026 · AI Agent 生态 · In particular, the proposed HMS integrates RAG with AI for intelligent, context-aware healthcare management and decision support. It leverages a secure, role-based web platform in order to automate key hospital operation…
• Smart Farming: Eggplant Leaf Disease Detection through Fine-Tuned DenseNet201 Deep Learning Model
  2026 · 智慧农业 · In the majority of developing countries, farmers use eggplant that is readily infected by different diseases that affect leaves. The early and correct detection of these diseases will help in provision of food, sustainab…
• AI-Based Crop Disease Prediction and Smart Farming Application
  2026 · 智慧农业 · AI-based agricultural platform that offers multilingual and data-supported help for sustainable agriculture practices for Indian farmers. The application uses latest technology advancements, which include an API for robu…
• Plant Disease Diagnosis Based on Artificial Intelligence Technologies
  2026 · 智慧农业 · Plant diseases pose a significant threat to global food security, leading to substantial economic losses and reduced crop yields. Traditional diagnostic methods rely on manual inspection, which is often time-consuming, l…
• Estimation of technical efficiency of integrated smart farming: Evidence from Tamil Nadu
  2026 · 智慧农业 · The study examines the technical efficiency and adoption dynamics of integrated smart farming system in Erode district of Tamil Nadu. Smart farming is represented as a bundled, firm-supported system integrating drip irri…
• Adopting Paludiculture as a Farming Model Resilient to Climate Change: Insights from Farming Communities in the Peatlands of South Sumatra, Indonesia
  2026 · 智慧农业 · Paludiculture, which involves growing crops and managing forests on rehydrated peatlands, is seen as a viable option to balance agricultural production with peatland conservation. However, the adoption of this practice b…
• Strengthening Pluralistic Agricultural Information Delivery Systems in India
  2026 · 智慧农业 · The study on agricultural information flow has revealed that only 40 per cent farm households access information from one or the other source. The popular information sources among farmers have been reported to be fellow…
• From prompt to platform: an agentic AI workflow for healthcare simulation scenario design
  2025 · AI Agent 生态 · Abstract Healthcare simulation scenario design remains a resource-intensive process, demanding significant time and expertise from educators. This article presents an innovative AI-driven agentic workflow for healthcare …
• MedAgentBench: A Virtual EHR Environment to Benchmark Medical LLM Agents
  2025 · AI Agent 生态 · BACKGROUND Recent large language models (LLMs) have demonstrated significant advancements, particularly in their ability to serve as agents, thereby surpassing their traditional role as chatbots.These agents can leverage…
• Advancements in Multi-Agent Large Language Model Systems for Next-Generation AI
  2025 · AI Agent 生态 · Large Language Models (LLMs) have enabled AI research. Their easier design of new ways to handle challenges across a wide range of applications has increased this discipline's influence. Multi-agent LLM systems in diagno…
• Pervasive Teledildonics: How AI Aims to Impact Human sexuality
  2025 · AI Agent 生态 · Since the Covid-19 pandemic, sexual technology sales have increased all over the world, especially for devices allowing users to connect with each other or the internet. The convergence of sexualtechnology with pervasive…
• Ai-Driven Conversational Agent for Enhancing Government Schemes
  2025 · AI Agent 生态 · Chatbot is a solution to the problems citizens face in accessing government healthcare services. Combining technology with a user-oriented interface, the project allows even those with technical knowledge to easily acces…
• Explainable Medical AI: The Impact of Agent and Explanation Types on Health Persuasion
  2025 · AI Agent 生态 · Despite the rapid advancements in medical artificial intelligence (AI), little is known about how different types of explanations influence user compliance in healthcare settings. This research examines the impact of age…
• Enhancing Medical Libraries: AI-Driven Tools and Techniques for Digital Transformation and Sustainable Innovation
  2025 · AI Agent 生态 · Artificial intelligence (AI) is transforming numerous fields, particularly in research and education, and its integration into medical library operations has become essential to maintaining relevance and competitiveness …
• Applications of Raspberry Pi for Precision Agriculture—A Systematic Review
  2025 · 智慧农业 · Precision agriculture (PA) is a farm management data-driven technology that enhances production with efficient resource usage. Existing PA methods rely on data processing, highlighting the need for a portable computing d…
• Role of Artificial Intelligence Tools in CRISPR-Cas9 Genomic Editing Technique for Precision Agriculture
  2025 · 智慧农业 · CRISPR-Cas9 is a groundbreaking technology that has revolutionized genetic engineering by allowing precise and efficient genome editing. Despite its potential, the complexity and variability of genomic data present signi…
• Smart farming system using IoT data and deep learning for precision agriculture
  2025 · 智慧农业 · India s expanding population and rising food requirements make husbandry essential. So yeah, twiddling up crop yields is principally essential these days. The thing is, conditions thanks to bacteria, stinky fungi, and sn…
• LEVERAGING ARTIFICIAL INTELLIGENCE FOR PRECISION AGRICULTURE: APPLICATIONS IN BOTANY
  2025 · 智慧农业 · Background: The implementation of artificial intelligence (AI) systems in precision agriculture attracts substantial research because they have shown promise in both improving farming operations along yield growth. The r…
• Establishing organizational AI governance in healthcare: a case study in Canada
  2025 · AI 安全与对齐 · This research applies the People, Process, Technology, and Operations (PPTO) framework to develop AI governance within a large hospital system in Canada that is early in AI adoption. Stakeholder interviews identified the…
• Reimagining Resilience in Aging: Leveraging AI/ML, Big Data Analytics, and Systems Innovation
  2025 · AI 安全与对齐 · As the aging population in the United States grows, the need for an integrated approach to support older adults has become increasingly urgent. The SUNSHINE framework, Seniors Uniting Nationwide to Support Health, INtegr…
• Adoption of precision agriculture technologies by sugarcane farmers in the state of São Paulo, Brazil
  2023 · 智慧农业 · This research aims at analyzing the determinants of the adoption and the intensity of adoption of precision agriculture technologies (PATs) by sugarcane farmers in the state of São Paulo, Brazil. A sample survey of 131 s…
• Leveraging Natural Language Processing in Conversational AI Agents to Improve Healthcare Security
  2024 · AI Agent 生态 · While the widespread adoption of healthcare information technology has many positive outcomes, it has also presented new obstacles for protecting patient information. Natural language processing (NLP)-enabled conversatio…
• LLM-Based Framework for Administrative Task Automation in Healthcare
  2024 · AI Agent 生态 · Artificial Intelligence (AI) has been transformative in the healthcare sector, leading to enhanced precision in medical diagnosis, more effective treatment options, and a significant improvement in patient safety. Howeve…
• AI-Enabled Conversational Agent Improves Treatment Outcomes and Patient Engagement in 1:1 Cognitive-Behavioral Therapy (CBT): A Real-World Observational Study
  2024 · AI Agent 生态 · The importance of supporting mental well-being is increasingly critical, but patient engagement in psychological talking therapy remains a challenge. To address this, we developed an AI-enabled therapy support tool desig…
• Generative AI as Third Agent: LLMs and the Transformation of the Clinician-Patient Relationship (Preprint)
  2024 · AI Agent 生态 · UNSTRUCTURED Use of generative artificial intelligence (AI) in healthcare presents a complex and evolving landscape with significant implications for patient-clinician interactions. Recognizing the new practical and ethi…
• Ethical and regulatory challenges of AI technologies in healthcare: A narrative review
  2024 · AI Agent 生态 · Over the past decade, there has been a notable surge in AI-driven research, specifically geared toward enhancing crucial clinical processes and outcomes. The potential of AI-powered decision support systems to streamline…
• An Advanced Application of UAV – Drone Technologies in Precision Agriculture for Seed Dropping, Fertilizers and Pesticides Spraying and Field Monitoring
  2024 · 智慧农业 · In precision agriculture, too much advancement has been made to boost crop output. Almost 70% of rural residents in nations like India depend mostly on agriculture for their income. Sensors and the Internet of Things are…
• Precision individualized medication strategies and challenges for cardiovascular diseases
  2024 · 智慧农业 · With the ongoing societal development and changes in lifestyle, the incidence of cardiovascular diseases continues to rise. Although the most effective means of preventing atherosclerotic cardiovascular disease, heart fa…
• Nanomaterials in Precision Medicine
  2024 · 智慧农业 · The exigency for the most accurate form of diagnosis and treatment to challenge the failure of evidence-based medicine unlocked new avenues for tailored treatment. Precision Medicine encompasses the novel techniques and …
• Influence of risk and trust on beef producers’ use of precision livestock farming
  2024 · 智慧农业 · Precision livestock farming (PLF), which utilizes digital technologies for real-time data collection to improve various farming operations, is an emerging interdisciplinary field of study that could aid US and global liv…
• MedSAM-Flow: A Deep Fusion Methodology for Robust Realtime Tracking of Objects in Laparoscopic Videos
  2024 · 智慧农业 · Artificial intelligence (AI) has revolutionized various aspects of medicine, particularly in surgical procedures, by offering advanced tools for analysis and decision-making [1- 3]. Real-time video-based surgical instrum…
• Soft Hand Exoskeletons for Rehabilitation: Approaches to Design, Manufacturing Methods, and Future Prospects
  2024 · 智慧农业 · Stroke, the third leading cause of global disability, poses significant challenges to healthcare systems worldwide. Addressing the restoration of impaired hand functions is crucial, especially amid healthcare workforce s…
• Human-robot interactions in autonomous hospital transports
  2024 · 智慧农业 · The integration of robotics in nursing is a significant shift in healthcare, driven by the aging global population and the increasing demand for care. Robots in nursing can handle less technical tasks such as patient tra…
• Cloud-Enhanced Robotics in Healthcare
  2024 · 智慧农业 · Cloud-enhanced robotics is reforming the healthcare sector through adventures. Cloud-enhanced healthcare robots aimed to provide potential support to medical professionals by accurately providing services like nursing, d…
• Algor-ethics: charting the ethical path for AI in critical care
  2024 · AI 安全与对齐 · The integration of Clinical Decision Support Systems (CDSS) based on artificial intelligence (AI) in healthcare is groundbreaking evolution with enormous potential, but its development and ethical implementation, present…
• AI-Driven Customized Cyber Security Training and Awareness
  2024 · AI 安全与对齐 · Artificial intelligence (AI) has been successfully used in cyber security for enhancing comprehending, investigating, and evaluating cyber threats. It can effectively anticipate cyber risks in a more efficient way. AI al…
• How Academic Medical Centers Govern AI Prediction Tools in the Context of Uncertainty and Evolving Regulation
  2024 · AI 安全与对齐 · Prediction tools driven by artificial intelligence (AI) and machine learning are becoming increasingly integrated into health care delivery in the United States. However, organizational approaches to the governance of AI…
• Conversational Health Agents: A Personalized LLM-Powered Agent Framework
  2023 · AI Agent 生态 · Conversational Health Agents (CHAs) are interactive systems that provide healthcare services, such as assistance and diagnosis. Current CHAs, especially those utilizing Large Language Models (LLMs), primarily focus on co…
• On-premise AI agents: a future foundation for education, academia, and industry
  2026 · AI Agent 生态 · The rapid advancement of artificial intelligence (AI) has fundamentally transformed digital workflows, and the emergence of AI agents is revolutionizing how we learn, conduct research, and drive productivity. However, re…
• AI-Enabled Public Health Agent for SupportingFrontline Healthcare Workers in Primary CareSettings: Design, Evaluation, and Decision Support
  2026 · AI Agent 生态 · Abstract Background: Primary healthcare centres, community health centres, dispensaries, and nursing facilities play a vital role in healthcare delivery. However, frontline healthcare workers, nursing staff, healthcare a…
• Empowering In-Service Nurses as AI Co-Creators: Developing and Evaluating a Clinical AI Agent-Based Training Program Using a Mixed-Methods Study (Preprint)
  2026 · AI Agent 生态 · BACKGROUND Artificial intelligence (AI) is increasingly being integrated into healthcare delivery, creating new demands for nurses’ digital competencies. Existing AI-related nursing education has primarily focused on dev…
• Multi-Agent AI Systems for Intelligent Healthcare Workflow Optimization: A Framework for Safety, Scalability, and Regulatory Compliance
  2026 · AI Agent 生态 · Healthcare systems worldwide face increasing operational complexity due to growing patient volumes, workforce shortages, fragmented health information systems, and stringent regulatory requirements. Conventional Artifici…

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