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References from Governing Agentic AI in Healthcare: A Systematic Review of Autonomous Decision-Making, Clinical Safety, and Public Accountability. Local targets link to admitted publications; unresolved targets remain external evidence.
Voice-guided Orchestrated Intelligence for Clinical Evaluation (VOICE): A Voice AI Agent System for Prehospital Stroke Assessment.
10.48550/arxiv.2507.22898 · 2025 · External reference
Automated component testing for agentic AI in medical decision support systems.
10.21256/zhaw-37093 · 2026 · External reference
LifeGuard AI: An Integrated Multi-Agent Framework for Longitudinal Health Record Management and Explainable Risk Assessment in Dependent Care.
10.5281/zenodo.20435461 · 2026 · External reference
10.46658/jbimes-20-01
10.46658/jbimes-20-01 · 2020 · External reference
APODSS: An Agentic Pediatric Oncology Decision Support System.
10.5220/0014407900004052 · 2026 · External reference
Agentic AI and Multi-Agent Collaboration in Healthcare: A Comprehensive Survey of Architectures, Clinical Safety, and Future Directions.
10.3390/fi18080391 · 2026 · External reference
Analysing and assessing accountability: A conceptual framework.
10.1111/j.1468-0386.2007.00378.x · 2007 · External reference
Teaching large language models to reason like expert diagnosticians.
10.48550/arxiv.2509.12194 · 2025 · External reference
Autonomous artificial intelligence prescribing a drug to prevent severe acute graft-versus-host disease in HLA-haploidentical transplants.
10.1038/s41467-025-62926-0 · External reference
RadFabric: Agentic AI System with Reasoning Capability for Radiology.
10.48550/arxiv.2506.14142 · External reference
The Application of MATEC (Multi-AI Agent Team Care) Framework in Sepsis Care.
10.48550/arxiv.2503.16433 · 2025 · External reference
Technological due process.
2008 · External reference
Beyond PICO: the SPIDER tool for qualitative evidence synthesis.
10.1177/1049732312452938 · 2012 · External reference
EchoAgent: Guideline-Centric Reasoning Agent for Echocardiography Measurement and Interpretation.
10.1016/j.echo.2026.05.023 · 2026 · External reference
Generative AI Agents for Bedside Sleep Apnea Detection and Sleep Coaching.
10.3390/make7040159 · 2025 · External reference
An Agentic AI system for disease diagnosis with explanations.
10.1016/j.infoh.2026.01.001 · 2026 · External reference
Performance Comparison of a Neuro-Symbolic Large Language Model System Versus Human Experts in Acute Cholecystitis Management.
10.3390/jcm15051730 · 2026 · External reference
SENTINEL: A Mid-Reasoning Interception Framework for Auditing Medical AI Agents in Production.
10.5281/zenodo.21724763 · 2026 · External reference
MedRAX: Medical Reasoning Agent for Chest X-ray.
10.48550/arxiv.2502.02673 · 2025 · External reference
Autonomous Artificial Intelligence Agents for Clinical Decision Making in Oncology.
10.48550/arxiv.2404.04667 · 2024 · External reference
Development and validation of an autonomous artificial intelligence agent for clinical decision-making in oncology.
10.1038/s43018-025-00991-6 · 2025 · External reference
What is governance?.
10.1111/gove.12035 · 2013 · External reference
TxAgent: An AI Agent for Therapeutic Reasoning Across a Universe of Tools.
10.48550/arxiv.2503.10970 · 2025 · External reference
Personalised health plan development using agentic AI in Singapore's national preventive care programme: a pilot study.
10.1038/s41746-026-02514-8 · 2026 · External reference
Development of a Large Language Model-based Multi-Agent Clinical Decision Support System for Korean Triage and Acuity Scale (KTAS)-Based Triage and Treatment Planning in Emergency Departments.
10.54364/aaiml.2025.51187 · 2025 · External reference
The AI Agent in the Room: Informing Objective Decision Making at the Transplant Selection Committee.
10.1101/2024.12.06.24318575 · 2024 · External reference
Agentic AI system for generating evidence-based second medical opinions.
10.1016/j.ceh.2026.04.001 · 2026 · External reference
Toward the Autonomous AI Doctor: Quantitative Benchmarking of an Autonomous Agentic AI Versus Board-Certified Clinicians in a Real World Setting.
10.48550/arxiv.2507.22902 · 2025 · External reference
The Mixed Methods Appraisal Tool (MMAT) version 2018 for information professionals and researchers.
10.3233/efi-180221 · 2018 · External reference
TriAgent: An Adaptive Multi-Agent Architecture for Crisis Clinical Decision Support Under Incomplete Information.
10.3390/ai7060230 · 2026 · External reference
An autonomous multimodal AI agent for evidence-grounded ophthalmic diagnosis.
10.1016/j.xcrm.2026.102969 · 2026 · External reference
Clinical agents fail silently on patient identity.
10.1016/j.ijmedinf.2026.106514 · 2026 · External reference
An agentic AI framework for integrated decision support and surgical planning in intracerebral hemorrhage.
10.1007/s00701-026-06954-9 · 2026 · External reference
An autonomous agent for auditing and improving the reliability of clinical AI models.
10.48550/arxiv.2507.05755 · 2025 · External reference
An autonomous AI agent for knowledge and data cooperation in ED clinical decision support.
10.1038/s41746-026-02869-y · 2026 · External reference
Use of AI agents to assess preoperative frailty in cancer patients.
10.1038/s44484-026-00012-8 · 2026 · External reference
EcoRxAgent: an AI agent for generating economically substitutable prescriptions.
10.1038/s41746-026-02612-7 · 2026 · External reference
Transforming oncology clinical trial matching through neuro-symbolic, multi-agent AI and an oncology-specific knowledge graph: a prospective evaluation in 3804 patients.
10.1016/j.esmorw.2026.100706 · 2026 · External reference
10.5281/zenodo.22698983
10.5281/zenodo.22698983 · 2026 · External reference
Autonomous clinical pathways: evaluating the efficacy and safety of agentic AI orchestration in emergency department triage.
10.5281/zenodo.20019698 · 2026 · External reference
FibroAgent: An Agentic AI Tool for Liver Fibrosis Screening and Clinical Decision Support in Metabolic Dysfunction-Associated Steatotic Liver Disease (MASLD).
10.7759/cureus.106372 · 2026 · External reference
Impact of patient communication style on agentic AI-generated clinical advice in E-medicine.
10.1016/j.amjmed.2025.12.027 · 2026 · External reference
The PRISMA 2020 statement: an updated guideline for reporting systematic reviews.
10.1136/bmj.n71 · 2021 · External reference
Safety Evaluation of a Clinical-Grade Generative AI Agent for Anxiety and Depression Symptoms.
10.31234/osf.io/8kvm6_v1 · 2025 · External reference
PRISMA-S: an extension to the PRISMA statement for reporting literature searches in systematic reviews.
10.5195/jmla.2021.962 · 2021 · External reference
AgentClinic: a multimodal benchmark for tool-using clinical AI agents.
10.1038/s41746-026-02674-7 · 2026 · External reference
DynamiCare: A Dynamic Multi-Agent Framework for Interactive and Open-Ended Medical Decision-Making.
External reference
A large language model-driven multidisciplinary AI agent system predicts delirium in emergency critically ill patients.
10.1016/j.xcrm.2026.102986 · External reference
10.65109/gdiw9780
10.65109/gdiw9780 · 2026 · External reference
Comparative Performance of agentic AI and Physicians in Taking Clinical History across Leading Large Language Models (LLMs).
10.64898/2026.01.23.26344723 · 2026 · External reference
Performance comparison of a neuro-symbolic large language model system versus conventional AI models and human experts in cholangitis management.
10.1186/s12911-026-03593-z · 2026 · External reference
Natural Language Programming in Medicine: Administering Evidence Based Clinical Workflows with Autonomous Agents Powered by Generative Large Language Models.
10.48550/arxiv.2401.02851 · 2024 · External reference
A multimodal LLM-agent framework for personalized clinical decision-making in hepatocellular carcinoma.
10.1016/j.patter.2025.101364 · 2025 · External reference
Orchestrator multi-agent clinical decision support system for secondary headache diagnosis in primary care.
10.1093/jamia/ocag111 · External reference
WiseMind: a knowledge-guided multi-agent framework for accurate and empathetic psychiatric diagnosis.
10.1038/s41746-026-02559-9 · External reference
10.1109/eeiss69782.2026.11584514
10.1109/eeiss69782.2026.11584514 · 2026 · External reference
Real-World Analysis of Organ Transplantation-Specific Agent Based on Large Language Model in Post-Transplant Self-Management During Off-Hours: A Mixed-Methods Study.
10.1007/s11596-026-00219-3 · External reference
Artificial intelligence agent for delirium screening among patients in oncology and cardiac intensive care units: a proof-of-concept study.
10.1093/eurjcn/zvag029 · External reference
FUAS-Agents: Autonomous Multi-Modal LLM Agents for Treatment Planning in Focused Ultrasound Ablation Surgery.
10.48550/arxiv.2505.21418 · 2025 · External reference
MedCoAct: Confidence-Aware Multi-Agent Collaboration for Complete Clinical Decision.
10.48550/arxiv.2510.10461 · 2025 · External reference
Auditing medical multi-agent AI reveals risks of false consensus.
10.48550/arxiv.2510.10185 · 2025 · External reference
Clinical decision support in hematological malignancies using a case-grounded AI agent.
10.1038/s41591-026-04494-4 · 2026 · External reference