Research graph
References from An agentic AI framework connecting language models to electronic health records and a biomedical knowledge graph for real-world evidence. Local targets link to admitted publications; unresolved targets remain external evidence.
Multimodal biomedical AI
10.1038/s41591-022-01981-2 · 2022 · External reference
Comparative effectiveness of sodium-glucose cotransporter-2 inhibitors and glucagon-like peptide-1 receptor agonists for incident dementia: a retrospective multicohort study
10.1111/dom.70336 · 2026 · External reference
Network medicine: a network-based approach to human disease
10.1038/nrg2918 · 2011 · External reference
Feasibility of using real-world data to replicate clinical trial evidence
10.1001/jamanetworkopen.2019.12869 · 2019 · External reference
Comparative safety profiles of ocrelizumab and rituximab in multiple sclerosis treatment using real-world evidence
10.1002/ana.78033 · 2026 · External reference
Transforming clinical medicine with multimodal artificial intelligence, agentic systems, and the model-context protocol: a perspective on future directions
10.1007/s44250-026-00343-w · 2026 · External reference
The potential for artificial intelligence in healthcare
10.7861/futurehosp.6-2-94 · 2019 · External reference
Unresolved reference
External reference
“Enhancing clinical decision support and EHR insights through LLMs and the model context protocol: an open-source MCP-FHIR framework,”
10.1109/aiiot65859.2025.11105280 · 2025 · External reference
Knowledge graph–based thought: a knowledge graph–enhanced LLM framework for pan-cancer question answering
10.1093/gigascience/giae082 · 2025 · External reference
Large language model powered knowledge graph construction for mental health exploration
10.1038/s41467-025-62781-z · 2025 · External reference
Leveraging medical knowledge graphs into large language models for diagnosis prediction: design and application study
10.2196/58670 · 2025 · External reference
The neurobiology of multiple sclerosis: genes, inflammation, and neurodegeneration
10.1016/j.neuron.2006.09.011 · 2006 · External reference
Methods of public health research—strengthening causal inference from observational data
10.1056/nejmp2113319 · 2021 · External reference
Target trial emulation
10.1001/jama.2022.21383 · 2022 · External reference
Observational health data sciences and informatics (OHDSI): opportunities for observational researchers
10.3233/978-1-61499-564-7-574 · 2015 · External reference
Autonomous LLM-driven research—from data to human-verifiable research papers
10.1056/aioa2400555 · 2025 · External reference
MedAgentBench: a virtual EHR environment to benchmark medical LLM agents
10.1056/aidbp2500144 · 2025 · External reference
MIMIC-IV, a freely accessible electronic health record dataset
10.1038/s41597-022-01899-x · 2023 · External reference
Unresolved reference
2021 · External reference
Medical Hallucinations in Foundation Models and Their Impact on Healthcare
10.1101/2025.02.28.25323115 · 2025 · External reference
Vertex similarity in networks
10.1103/physreve.73.026120 · 2006 · External reference
Unresolved reference
2025 · External reference
KRAGEN: a knowledge graph-enhanced RAG framework for biomedical problem solving using large language models
10.1093/bioinformatics/btae353 · 2024 · External reference
Uncovering disease-disease relationships through the incomplete interactome
10.1126/science.1257601 · 2015 · External reference
Explainability in the age of large language models for healthcare
10.1038/s44172-025-00453-y · 2025 · External reference
Unresolved reference
External reference
The scalable precision medicine open knowledge engine (SPOKE): a massive knowledge graph of biomedical information
10.1093/bioinformatics/btad080 · 2023 · External reference
RAG in health care: a novel framework for improving communication and decision-making by addressing LLM limitations
10.1056/aira2400380 · 2025 · External reference
Unresolved reference
External reference
Behavioural and functional evidence revealing the role of RBFOX1 variation in multiple psychiatric disorders and traits
10.1038/s41380-022-01722-4 · 2022 · External reference
Multi-model assurance analysis showing large language models are highly vulnerable to adversarial hallucination attacks during clinical decision support
10.1038/s43856-025-01021-3 · 2025 · External reference
eGoT: enhanced graph-of-thoughts for multi-hop knowledge retrieval and hypothesis generation in biomedicine
10.1093/bioinformatics/btag216 · 2026 · External reference
Large language models encode clinical knowledge
10.1038/s41586-023-06291-2 · 2023 · External reference
Biomedical knowledge graph-optimized prompt generation for large language models
10.1093/bioinformatics/btae560 · 2024 · External reference
A fast and unbiased procedure to randomize ecological binary matrices with fixed row and column totals
10.1038/ncomms5114 · 2014 · External reference
Unresolved reference
2025 · External reference
Unresolved reference
External reference
Towards generalist biomedical AI
10.1056/aioa2300138 · 2024 · External reference
Agentic AI in healthcare and medicine: a seven-dimensional taxonomy for empirical evaluation of LLM-based agents
10.1109/access.2026.3651218 · 2026 · External reference
Empowering biomedical evidence exploration and synthesis with deep knowledge graph research
10.1038/s42256-026-01266-0 · 2026 · External reference
Improving retrieval-augmented generation in medicine with iterative follow-up questions
10.1142/9789819807024_0015 · 2025 · External reference
Large language model agents for biomedicine: a comprehensive review of methods, evaluations, challenges, and future directions
10.3390/info16100894 · 2025 · External reference
“ReAct: synergizing reasoning and acting in language models,”
2023 · External reference
Performance of latest AI models, RAG, and MCP on lung cancer-related questions
10.1177/20552076261427503 · 2026 · External reference
