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代表性文献（按质量分排序，前 60 条）

• Systematic review of trends in deep learning for UAV cybersecurity.
  2026 · AI Agent 生态 · Unmanned Aerial Vehicles (UAVs) operate in navigation, sensing, and communication environments that are frequently degraded or adversarial. Their attack surface spans flight-control and payload software, radio links, and…
• Human-Agent Collaboration in Decision-Making: A Systematic Review of Agentic AI in Augmenting Human Expertise in Healthcare, Finance, and Governance
  2026 · AI Agent 生态 · Abstract This systematic review examines how agentic Artificial Intelligence (AI)—autonomous, goal-driven systems—enhances human decision-making across healthcare, finance, and governance domains. Conducted following PRI…
• Why aren't we using AI in eye clinics? A systematic review of barriers and solutions in AI-based fundus image diagnostics for ocular diseases.
  2026 · AI 驱动科学发现 · Artificial intelligence (AI) has shown remarkable accuracy in the diagnosis of common ocular diseases such as diabetic retinopathy (DR), glaucoma, retinopathy of prematurity (ROP), and age-related macular degeneration (A…
• Agent-based Hybrid AI Models and Technologies: A systematic Literature Review
  2026 · AI Agent 生态 · Personalized hybrid agent-based systems leverage data-driven and symbolic components to provide tailored, context-aware decision support in multiple domains. Yet, the field lacks a consolidated and evidence-based overvie…
• AI-Mediated Communication Beyond Human-AI Dyads: A Systematic Review of Chatbot and Agent Interactions
  2026 · AI Agent 生态 · This study examines recent developments in computer-mediated communication by analysing the role of artificial intelligence within communicative processes. Using a systematic literature review, it explores how AI-based c…
• Emerging Agent Communication Protocols for Healthcare AI Systems: A Scoping Review of Model Context Protocol (MCP) and Agent-to-Agent (A2A) Frameworks (Preprint)
  2026 · AI Agent 生态 · BACKGROUND As artificial intelligence systems evolve toward agentic architectures capable of autonomous reasoning and tool use, two interoperability protocols have emerged to govern how AI agents communicate with externa…
• Navigation and sensor fusion for autonomous field robots in precision agriculture: narrative review
  2026 · 智慧农业 · Autonomous field robots are increasingly used in precision agriculture for monitoring, phenotyping, spraying, and site-specific intervention, yet reliable autonomy remains difficult under vegetation occlusion, uneven ter…
• Crop recommendation in precision agriculture: a systematic literature review of methods, trends, and challenges
  2026 · 智慧农业 · Crop recommendation methods have become an essential component of modern agriculture, helping farmers identify the most suitable crops based on soil, climatic, and environmental conditions. As key applications of precisi…
• Decision‐making factors for variable rate application of seed and fertilizer in precision agriculture systems: A review
  2026 · 智慧农业 · Abstract Input management practices within precision agriculture systems have enabled grain and oilseed producers to apply agricultural inputs variably, facilitating resource, yield, and profit optimization. Despite sign…
• Deep Learning based 2D Computer Vision in Precision Livestock Farming for Pigs: A Systematic Literature Review and Future Research Directions
  2026 · 智慧农业 · The pressing challenges in pig production - particularly in welfare monitoring, behavior analysis, and health management - have driven increasing research efforts in computer vision as a scalable and automated solution. …
• Explainable AI in healthcare: a systematic review of XAI use cases in imaging, diagnostics, and rehabilitation
  2026 · AI 安全与对齐 · Background: Explainable artificial intelligence (XAI) is used in healthcare to make machine-learning outputs more transparent and clinically usable. This is important because many machine learning models work like a "bla…
• Restricted kinematic alignment in total knee arthroplasty achieves equivalent or superior functional outcomes to mechanical alignment without compromising implant survivorship: A systematic review
  2026 · AI 安全与对齐 · Purpose This systematic review assesses the viability of restricted kinematic alignment compared to mechanical alignment by assessing clinical outcomes, radiological findings, and patient-reported outcome measures. Media…
• Problems with a one-size-fits-all approach: a systematic literature review on solutions to AI bias in healthcare and implications for engineering biology
  2026 · AI 安全与对齐 · Much of the current literature on artificial intelligence bias in healthcare presents a one-size-fits-all approach to bias mitigation. Such approaches, however, are unlikely to offer actionable guidance to those develope…
• How can the integration of AI large language models and knowledge graph enhance fault diagnosis? A systematic literature review
  2026 · AI 安全与对齐 · The integration of Large Language Models (LLMs) and Knowledge Graphs (KGs) represents an emerging approach to improving fault diagnosis in industrial settings. Traditional fault diagnosis methods—including model-based, s…
• Artificial Intelligence in the Evaluation and Intervention of Developmental Coordination Disorder: A Scoping Review of Methods, Clinical Purposes, and Future Directions
  2026 · AI 安全与对齐 · Background: Developmental coordination Disorder (DCD) is a prevalent and persistent neurodevelopmental condition characterized by motor learning difficulties that significantly affect daily functioning and participation.…
• Implementasi Manajemen Risiko dalam Pengelolaan Sumber Daya Pendidikan untuk Menjamin Keberlanjutan Mutu Pendidikan
  2026 · AI 安全与对齐 · This study aims to analyze the implementation of risk management in educational resource management as a strategy to ensure the sustainability of educational quality. The research method used was a qualitative approach t…
• Human Experience and Evaluation of AI: A Systematic Review and an Embodied Experience-Based Turing Test Framework
  2026 · AI 驱动科学发现 · While AI tools continue to evolve and are increasingly incorporated in creative domains as tools and companions, humans are becoming less accurate at distinguishing AI-generated outputs from human-generated ones in artis…
• Human Experience and Evaluation of AI: A Systematic Review and an Embodied Experience-Based Turing Test Framework
  2026 · AI 驱动科学发现 · While AI tools continue to evolve and are increasingly incorporated in creative domains as tools and companions, humans are becoming less accurate at distinguishing AI-generated outputs from human-generated ones in artis…
• Data and code for "Why do birds use green nest material? A systematic review and meta-analysis of experiments"
  2026 · AI 驱动科学发现 · Green_Nest_Material Welcome to the Green Nest Material project repository! This study has been pre-registered here: https://doi.org/10.17605/OSF.IO/S7J6Z and if you want to see the reproducible Quarto manuscript, here is…
• PERTUMBUHAN DAN PRODUKSI CABAI MERAH KERITING PADA PENGAPLIKASIAN PGPR MELALUI PENERAPAN CITRA TERMAL UNTUK MENDETEKSI PENYAKIT LAYU FUSARIUM
  2025 · 智慧农业 · Tanaman cabai merah (Capsicum annuum L.) merupakan komoditas hortikultura yang banyak dibudidayakan karena memiliki nilai ekonomis tinggi. Teknologi pertanian 4.0 mulai digunakan untuk pengembangan metode deteksi dini pe…
• 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…
• Adoption and Perception of Precision Technologies in Agriculture: Systematic Review and Case Study in the PDO Wines of Granada, Southern Spain
  2025 · 智慧农业 · Precision technologies are increasingly relevant in contemporary agriculture, offering tools to enhance efficiency, sustainability, and decision-making. Their adoption is becoming particularly critical among vine-growers…
• Precision agriculture techniques for optimizing chemical fertilizer use and environmental sustainability: a systematic review
  2025 · 智慧农业 · Precision agriculture (PA) techniques are critical for optimizing chemical fertilizer use in modern farming. However, a comprehensive synthesis of their effectiveness in enhancing nutrient management and reducing environ…
• How has scientific literature addressed crop planning at farm level: A bibliometric-qualitative review
  2025 · 智慧农业 · Crop planning (CP), being the core of farm management and decision-making, remains significant as the selection and allocation of appropriate crops determine the economics and sustainability of farming system. A systemat…
• Applications of robotics and extended reality in agriculture: A review
  2025 · 智慧农业 · Agriculture is facing a labour shortage problem that affects global food safety and security. Robotic and extended reality (XR) technologies can prove to be potential solutions to this problem and help with the transitio…
• A Systematic Review on Teacher Training in Educational Robotics: Global and Brazilian Perspectives
  2025 · 智慧农业 · This paper presents a systematic literature review on teacher training in educational robotics, with a twofold objective: to map the global research landscape and to provide a focused analysis of the Brazilian context. T…
• Unraveling the mechanisms and effectiveness of AI-assisted feedback in education: A systematic literature review
  2025 · AI 安全与对齐 · Rapid advancements in Artificial Intelligence (AI) have prompted growing interest in leveraging AI for educational feedback. Yet, the centrality of the learner in this process is often overshadowed by technological excit…
• Meta-Analisis Implementasi Penguatan Pendidikan Karakter di Sekolah Dasar
  2025 · AI 安全与对齐 · This study aims to evaluate both the successes and weaknesses of the implementation of Character Education Strengthening (Penguatan Pendidikan Karakter/PPK) in elementary schools in building students' character. The rese…
• AI AND QUANTUM COMPUTING FOR CARBON-NEUTRAL SUPPLY CHAINS: A SYSTEMATIC REVIEW OF INNOVATIONS
  2025 · AI 安全与对齐 · The urgent global imperative to mitigate climate change has brought carbon-neutral supply chains to the forefront of sustainability and operations management discourse. As organizations strive to meet net-zero emission t…
• Enhancing system resilience to climate change through artificial intelligence: a systematic literature review
  2025 · AI 安全与对齐 · The growing urgency of climate change necessitates innovative strategies to enhance system resilience across many sectors. Artificial Intelligence (AI) emerges as a transformative tool in this regard, yet existing resear…
• Insights into suggested Responsible AI (RAI) practices in real-world settings: a systematic literature review
  2025 · AI 安全与对齐 · AI-enabled systems have significant societal benefits, but only if they are developed, deployed, and used responsibly. We systematically review 45 empirical studies in real-world settings to identify suggested Responsibl…
• A comprehensive landscape of AI applications in broad-spectrum drug interaction prediction: a systematic review
  2025 · AI 安全与对齐 · In drug development, managing interactions such as drug-drug, drug-disease, and drug-nutrient is critical for ensuring the safety and efficacy of pharmacological treatments. These interactions often overlap, forming a co…
• Evaluasi Model CIPP pada Program Ekstrakurikuler Kewirausahaan di SMA
  2025 · AI 安全与对齐 · This study is a literature review that aims to evaluate the entrepreneurship extracurricular program at the high school level using the Systematic Literature Review (SLR) approach that follows the PRISMA guidelines. This…
• ChatGPT and AI Chatbots in Education: An Umbrella Review of Systematic Reviews, Scoping Reviews, and Meta-Analyses
  2025 · AI 安全与对齐 · This umbrella review synthesizes findings from 41 systematic reviews, scoping reviews, and meta-analyses on the use of ChatGPT and similar large language model (LLM)-based chatbots in education. It provides a critical an…
• Large Language Models in Radiology Reporting—A Systematic Review of Performance, Limitations, and Clinical Implications
  2025 · AI 安全与对齐 · Abstract Background Large language models (LLMs) have emerged as potential tools for automated radiology reporting. However, concerns regarding their fidelity, reliability, and clinical applicability remain. This systema…
• Exploring the Role of Artificial Intelligence (AI)-Driven Training in Laparoscopic Suturing: A Systematic Review of Skills Mastery, Retention, and Clinical Performance in Surgical Education
  2025 · AI 安全与对齐 · Background: Artificial Intelligence (AI)-driven training systems are becoming increasingly important in surgical education, particularly in the context of laparoscopic suturing. This systematic review aims to assess the …
• Agentic AI Frameworks in SMMEs: A Systematic Literature Review of Ecosystemic Interconnected Agents
  2025 · AI 安全与对齐 · This study examines the application of agentic artificial intelligence (AI) frameworks within small, medium, and micro enterprises (SMMEs), emphasising the transformative potential of interconnected autonomous agents in …
• Rekrutmen dan Seleksi Tenaga Pendidik dan Kependidikan : Studi Literatur Sistematis dengan Prisma
  2025 · AI 安全与对齐 · This study aims to analyze optimal strategies in the selection and recruitment process of educators and academic staff to enhance the quality of education. The research employs a literature review method using the PRISMA…
• Multimodal approaches and AI-driven innovations in dementia diagnosis: a systematic review
  2025 · AI 安全与对齐 · Neurodegenerative disorders, such as dementia, present some of the most pressing challenges in the field of medicine today. By causing progressive cognitive and functional decline, Alzheimer’s Disease (AD) and Frontotemp…
• From AI to the Table: A Systematic Review of ChatGPT’s Potential and Performance in Meal Planning and Dietary Recommendations
  2025 · AI 安全与对齐 · A balanced diet is crucial for preventing diseases and managing existing health conditions. ChatGPT as garnered attention from researchers, including nutrition scientists and dietitians, as an innovative tool for persona…
• Systematic Literature Review on Merging AI-Based Wildfire Detection with Bee Bioacoustics: A Hybrid Environmental Sensing Approach
  2025 · AI 安全与对齐 · The increasing frequency and severity of wildfires, exacerbated by climate variability and human activities, demand innovative solutions for early detection and risk assessment. This systematic review critically examines…
• A Multi-Method Approach to Assess the Adoption of Precision Agriculture Technology in Brazil
  2024 · 智慧农业 · Precision Agriculture (PA) application aims to increase crop productivity while minimizing environmental impacts. We analyzed the topics most studied in the advancement of crop production in Brazil by applying the concep…
• A First View on the Competencies and Training Needs of Farmers Working with and Researchers Working on Precision Agriculture Technologies
  2024 · 智慧农业 · The penetration of precision agriculture technologies in agrifood systems generates the need for efficient upskilling programs targeted at farmers and other actors. A critical first step in this direction is to uncover t…
• A review of life cycle impacts and costs of precision agriculture for cultivation of field crops
  2024 · 智慧农业 · Assessing precision agriculture in crop production based on life cycle thinking and assessments allows for the consideration of multiple environmental as well as economic aspects at a systems level. Research at this inte…
• A systematic review on precision agriculture applied to sunflowers, the role of hyperspectral imaging
  2024 · 智慧农业 · Sunflower is an annual species of the Asteraceae family, and it occupies a relevant position in the world market business as one of the most important oilseed crops. Given the current geopolitical situation and climate c…
• Bulb onion: effective farming measures: monograph
  2024 · 智慧农业 · The monograph highlights the results of studies in 1987–2020 on components of cultivation technologies using different methods of sowing seeds, drip irrigation, local fertilization, plant arrangement and densities, soil …
• Fuzzy Methods in Smart Farming: A Systematic Review
  2024 · 智慧农业 · Smart Farming (SF) has garnered interest from computer science researchers for its potential to address challenges in Smart Farming and Precision Agriculture (PA). This systematic review explores the application of Fuzzy…
• Framework for the adoption, evaluation and impact of occupational Exoskeletons at different technology readiness levels: A systematic review
  2024 · 智慧农业 · Work-related Musculoskeletal Disorders (WMSDs) are the most common occupational diseases caused by the prolonged performance of strenuous work, such as manual handling of loads or long-term maintenance of incongruous pos…
• Smart quadruped robotics: a systematic review of design, control, sensing and perception
  2024 · 智慧农业 · Legged robots in general, and quadrupedal structures in particular, have demonstrated high potential as a means of locomotion, possessing the ability to carry out tasks that traditional vehicles are unable to accomplish.…
• A systematic review of literature reviews on artificial intelligence in education (AIED): a roadmap to a future research agenda
  2024 · AI 安全与对齐 · Abstract Despite the increased adoption of Artificial Intelligence in Education (AIED), several concerns are still associated with it. This has motivated researchers to conduct (systematic) reviews aiming at synthesizing…
• Artificial Intelligence for Improved Health Management: Application, Uses, Opportunities, and Challenges-A Systematic Review
  2024 · AI 安全与对齐 · Aims: This study aims to provide a comprehensive overview of the role of artificial intelligence (AI) and machine learning (ML) in various domains, particularly healthcare, and its implications for international developm…
• Effectiveness of mHealth Apps for Maternal Health Care Delivery: Systematic Review of Systematic Reviews
  2024 · AI 安全与对齐 · BACKGROUND: Globally, the use of mobile health (mHealth) apps or interventions has increased. Robust synthesis of existing systematic reviews on mHealth apps may offer useful insights to guide maternal health clinicians …
• Systematic review and meta-analysis of AI-based conversational agents for promoting mental health and well-being
  2023 · AI Agent 生态 · Conversational artificial intelligence (AI), particularly AI-based conversational agents (CAs), is gaining traction in mental health care. Despite their growing usage, there is a scarcity of comprehensive evaluations of …
• Precision farming technologies for crop protection: A meta-analysis
  2023 · 智慧农业 · Precision farming technologies (PFTs) can have a significant impact on reducing the dependency on plant protection products (PPP) for crop protection. PFTs for crop protection comprises an extensive suite of digital solu…
• Practical and ethical challenges of large language models in education: A systematic scoping review
  2023 · AI 安全与对齐 · Abstract Educational technology innovations leveraging large language models (LLMs) have shown the potential to automate the laborious process of generating and analysing textual content. While various innovations have b…
• Responsible AI Governance: A Systematic Literature Review
  2023 · AI 安全与对齐 · As artificial intelligence transforms a wide range of sectors and drives innovation, it also introduces complex challenges concerning ethics, transparency, bias, and fairness. The imperative for integrating Responsible A…
• Large Language Models for Software Engineering: A Systematic Literature Review
  2023 · AI 安全与对齐 · Large Language Models (LLMs) have significantly impacted numerous domains, including Software Engineering (SE). Many recent publications have explored LLMs applied to various SE tasks. Nevertheless, a comprehensive under…
• LLMs, RAG, and agentic workflow in clinical decision support systems: bibliometric and systematic analysis
  2026 · AI Agent 生态 · Abstract Clinical decision support systems (CDSSs) have undergone significant transformation with the development of artificial intelligence-based methods in areas such as guideline interpretation, medication safety, ris…
• PRECISION AGRICULTURE TECHNOLOGIES FOR SUSTAINABLE CROP PRODUCTION: A SYSTEMATIC LITERATURE REVIEW
  2026 · 智慧农业 · Background: The global agricultural sector faces unprecedented challenges in meeting food security demands while minimizing environmental degradation. Precision agriculture technologies (PATs) have emerged as a transform…
• Evaluation of Application Levels to Agricultural Extension Agents in Precision Agriculture Techniques to Improve The Efficiency of Agricultural Resource Usage in Salah Al-Din Governorate
  2026 · 智慧农业 · This research evaluated the application levels for agricultural extension agents in precision agriculture techniques for improving agricultural resource usage in Salah Al-Din governorate. It examined their effectiveness,…

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