Almanac — Retrieval-Augmented Language Models for Clinical Medicine
Zakka, Cyril, Shad, Rohan, Chaurasia, Akash, Dalal, Alex R., Kim, Jennifer L., Moor, Michael, Fong, Robyn, Phillips, Curran, Alexander, Kevin, Ashley, Euan, Boyd, Jack, Boyd, Kathleen, Hirsch, Karen, Langlotz, Curt, Lee, Rita, Melia, Joanna, Nelson, Joanna, Sallam, Karim, Tullis, Stacey, Vogelsong, Melissa Ann, Cunningham, John Patrick, Hiesinger, William·2024·NEJM AI
Cited by (430)
Items 301–400 of 430
- Med-KGMA: A novel AI-driven medical support system leveraging knowledge graphs and medical advisorsVarshney, Sona, Jain, Bhawna, Singh, Prerna, Rani, Drishti, Mehra, Saumya · 2025 · Computers in Biology and Medicine
- Beyond the List: A Framework for the Design of Next-Generation MEDLINE Search ToolsVladimir Zhurov, Kamran Sedig, Mostafa Milani · 2025 · Data
- Assessing the capability of large language models in answering pediatric critical care board-style questionsDaniela Chanci, Ronald Moore, Henry P. Foote, Matthew A. Goldstein, Karan R. Kumar, Alexandre Tellechea Rotta, Christoph Paul Vincent Hornik, Marybeth Burriss‐West, Makenzie Hamilton, Noah Stanco et al. · 2026 · Scientific Reports
- Evidence Bound Clinical Decision Support with RAGLeyla Türker Şener, Umit Yılmaz, I. Can Dikmen, Ali Arı, Teoman Karadağ · 2025 · Journal of Polytechnic
- A Unified Strategy for an Agentic Artificial Intelligence (AI)-assisted Clinical Decision Support (CDS) System for Primary Care: A Mixed-Method Study in Singapore (Preprint)Dinesh Visva Gunasekeran, Connie Khor Li Kou, Kai En Chan, Caitlyn Tan, Cheng-Yaw Low, Choon Kit Leong, Creighton Heaukulani, Praveen Deorani, Tien Yin Wong, Robert Morris · 2025
- Additional file 1 of Optimizing biomedical information retrieval with a keyword frequency-driven prompt enhancement strategyWasim Aftab, Zivkos Apostolou, Karim Bouazoune, Straub, Tobias · 2024 · Figshare
- Additional file 2 of Optimizing biomedical information retrieval with a keyword frequency-driven prompt enhancement strategyWasim Aftab, Zivkos Apostolou, Karim Bouazoune, Straub, Tobias · 2024 · Figshare
- CLIN-LLM: A safety-constrained hybrid framework for clinical diagnosis and treatment generationMd. Mehedi Hasan, Md. Abir Hossain, Farman H. Sayem, Bikash Kumar Paul, Ziaur Rahman, Mohammad Shorif Uddin, Rafid Mostafiz · 2026 · PLoS ONE
- NLP-Based Ayurvedic Health Recommendation System with Chatbot InteractionSravan Kumar Reddy Siddireddy, Apurvanand Sahay, Tripty Singh · 2025 · Lecture notes in electrical engineering
- HemaRAG: A Retrieval-Augmented Generation System for Medical Question Answering in Hematologic MalignanciesMaria Evangelia Chatzimina, Nikolaos S. Tachos, Dimitrios I. Fotiadis, Manolis Tsiknakis · 2025 · IEEE-EMBS International Conference on Biomedical and Health Informatics (BHI ...)
- PCOS Diagnosis: Data-Driven Predictions and Workflow EnhancementS. Rai, Medhaj Dubey, Sunit Jalan, Aryaman Singhi, Khushi Chandra, Srikanth Prabhu · 2026 · Lecture notes on multidisciplinary industrial engineering
- The Double-Edged Sword: Exploring Older Adults' Interaction and Imagination with an LLM-Enhanced Health AgentLeon Paul Mondrian Munz, Caterina Neef, Ivonne Preusser, Anja Richert · 2025 · International Conference on Human-Agent Interaction (HAI)
- Privacy Meets Retrieval: The Performance Consequences of De-Identification in Retrieval-Augmented GenerationYuxin Geng, Xuan Bi, Liu De · 2026 · SSRN Electronic Journal
- Architecting the Orthopedical Clinical AI Pipeline: A Review of Integrating Foundation Models and FHIR for Agentic Clinical Assistants and Digital TwinsAssiya Boltaboyeva, Zhanel Baigarayeva, Баглан Иманбек, Bibars Amangeldy, Nurdaulet Tasmurzayev, Kassymbek Ozhikenov, Zhadyra N. Alimbayeva, Chingiz A. Alimbayev, Nurgul Karymsakova · 2026 · Algorithms
- AI-Driven Digital Mentor for Tacit Medical Knowledge Transmission: A Randomized Controlled Trial (Preprint)LinJing Peng, Wen Xie, Deng Gao, Hengyi TIan, Zhiya Yang, Nanxing Xian, Kunning Li, Linling Liu, Yuping Zhao, Yiqing Liu · 2026
- A Context Adaptive Instruction Tuning Framework for Diverse Clinical NLP TasksSerugunda Henry Mukalazi, Jianquan Ouyang, Jacob Katende · 2025 · IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
- Integrating Knowledge Graph with Retrieval-Augmented Generation in Medical Question Answering: Development and Usability Study with MEDQA (Preprint)Lou Pei, Jiahui Hu, Zhao Wanqing, Qian Wang, An Fang · 2026
- Advancing Public Health Medical Education in Low-Resource Settings: New Insights from a Comparative Performance Study of Authoritative Textbook-Augmented Large Language Model in Xizang Autonomous Region (Preprint)Kun He, Qiming Xiao, Wangyang Chen, Lisha Jing, Yabing Wang, Shuai Li, Daiyu Yang, Hemiao Xu, Ke Pang, Ruoyu Xiao et al. · 2026
- Evaluating the Accuracy and Reliability of AI Conversational Agents in Patient Education on Cardiovascular Imaging: An Observational Comparative Study of ChatGPT o1, ChatGPT 4o, and Deepseek (Preprint)Ahmed Marey, Basudha Pal, Ayşenur Buz Yaşar, Shree Rath, Giulia Francese, Hossam Mohieddin Ghorab, Julia Niemierko, Muhammad Shah Wali Jamal, Muhammad Umair · 2026
- Development of retrieval-augmented generation–based large language model for drug-induced liver injury using Livertox dataAshwin Rao, George T. Cholankeril, Avegail G. Flores, Gagan Sood, Terrence White, Fasiha Kanwal, Hashem B. El‐Serag · 2026 · Hepatology Communications
- Integrating retinal fundus imaging and computable phenotypes for subphenotype discovery and LLM‑assisted early and late‑onset Alzheimer’s diagnosisZhimin Zong, Ruogu Fang · 2026 · SPIE Medical Imaging: Computer-Aided Diagnosis
- MedInsight: A Multi-Source Context Augmentation Framework for Generating Patient-Centric Medical Responses Using Large Language ModelsSubash Neupane, Shaswata Mitra, Sudip Mittal, Manas Gaur, et al. · 2025 · Maryland Shared Open Access Repository (USMAI Consortium)
- Bridging the Gap: Leveraging Retrieval-Augmented Generation to Better Understand Public Concerns about VaccinesMuhammad Javed, Sedigh Khademi, Christopher J. Palmer · 2025 · Health Informatics and Knowledge Management Conference (HIKM)
- Improving Conversational Literature Retrieval Quality via Personalized Profile-Based Re-RankingSiyuan Zhang, Huihui Shao, Zhenping Xie · 2026 · IEEE Journal of Biomedical and Health Informatics
- DTRAG: Triple-Fusion Retrieval-Augmented Generation Leveraging a Knowledge Graph for Answering Diabetes QuestionsJin Zhang, Huiling Liu, Wengen LI, Jianquan Wen, Yuan Zhao, Jianing Chen, Jian Liu, Chengkun Wu · 2025 · IEEE International Conference on Big Data (BigData)
- Immersive, Interactive, Intelligent Patient Educational System for Venous Thromboembolism (ChatVTE): Development and Validation StudyBinbin Liu, Zhigeng Jin, Zhe qi Zhang, Hong Wang, Hao Wang, Hui Zhang, Changzhen Li, Fei Qi, Yutao Guo · 2026 · JMIR AI
- Generative AI for Musculoskeletal Medicine: A Multimodal RAG Framework for Knowledge Retrieval and ReasoningHiba Maalaoui, Fedi Fehmi · 2025 · IEEE International Conference on Advances in Data-Driven Analytics and Intelligent Systems (ADACIS)
- Reliable Information Access in Intelligent Transportation Systems and Autonomous Driving Protocols: An Experimental Evaluation of the RAG Architecture's Regulatory AnalysisAhmet Akkaya · 2026 · Akıllı Ulaşım Sistemleri ve Uygulamaları Dergisi
- Zero-shot performance of selected large language and multimodal models on the 2023 Brazilian Portuguese medical residency examCésar Augusto Madid Truyts, Amanda Gomes Rabelo, Gabriel Mesquita de Souza, Daniel Scaldaferri Lages, Adriano José Pereira, Uri Adrian Prync Flato, Eduardo Pontes Reis, Joaquim Edson Vieira, Paulo Sérgio Panse Silveira, Edson Amaro · 2026 · Scientific Reports
- Artificial intelligence research methodologies in cardiovascular medicineAlosh Denny, Abiram Baburaj, Rajeshwari Kottilil, Romy Roy, Atin Jindal, Anoop Titus · 2026 · Elsevier eBooks
- Beyond the Monitor: Reimagining the Cardiac Intensive Care UnitMelissa Fay Lepage-Ratte, Ramsey M. Wehbe, Rebecca Mathew, Anthony Carnicelli · 2026 · Journal of Cardiac Failure - Intersections
- Assessing the Safety and Clinical Appropriateness of Breast Cancer Advice From Consumer‐Grade Large Language ModelsMichael Njunge, Yang Huang, Ran Li, Anitha Karunairajah, Nathan Burns, Nathalie Marie Falkner, Gareth Porter · 2026 · Journal of Medical Imaging and Radiation Oncology
- Large Language Models for Minimum Data Set Documentation Support in Skilled Nursing Facilities: Opportunities, Risks, and a Proposed Implementation Framework (Preprint)Meghana Bhimavarapu · 2026
- Generative models for clinical entity linking in SpanishElena Zotova, Montse Cuadros, Germán Rigau · 2026 · Array
- Large language models as clinical decision-support tools in multiple sclerosis and neuromyelitis optica spectrum disorders: A comparative study of ChatGPT-4o and neurologistsGustavo Saposnik, Aleix Solanes, Enric Monreal, María Sepúlveda, Miguel Á Hernández, Juan Pablo Cuello, Gary Álvarez-Bravo, Eduardo Agüera, Javier Riancho, Ángel Pérez-Sempere et al. · 2026 · Multiple Sclerosis Journal - Experimental Translational and Clinical
- A Neuro-Symbolic Clinical Agent for cardiovascular risk stratification: Integrating stacking ensembles with simulation-augmented reasoningYoussef Ait Bigane, Fatima-Ezzahraa Ben-Bouazza, Aymane Edder, Ilyass Emssaad, Djeneba Sangare, Oumaima Manchadi, Bassma Jioudi · 2026 · Informatics in Medicine Unlocked
- Retracted: Personalized Brain Medicine with Generative AI for Cognitive and Neural Biomarker AnalysisPramod Kumar, Siva Sarana Kuna, Sateesh Kumar Nallamala, Shubha Vakulabharanam, Mukesh Soni · 2026 · Contemporary Computing Innovations Conference (CCIC) · Retracted
- A Retrieval-Augmented Generation Framework for Traditional Chinese Medicine Herb Recommendation Using Symptom-Focused and Ingredient-Based EmbeddingsTeerapord Lin, Jeerasak Khangkhan, Isares Nonjun · 2026 · Journal of Computer and Creative Technology
- An automatic consult reply system for therapeutic plasma exchange using retrieval‐augmented generationJong Kwon Lee, Sooin Choi, Sholhui Park, Qute Choi, Sang‐Hyun Hwang, Duck Cho · 2026 · Vox Sanguinis
- Cosine Similarity Conflates Clinically Distinct Cancer Variants: A Case for Typed-Graph Retrieval in Precision Oncology Decision SupportUmair Ahmed Khan · 2026 · bioRxiv (Cold Spring Harbor Laboratory)
- Authoritative Textbook-Augmented Large Language Models for High-Altitude Public Health Medical Education in the Xizang Autonomous Region: Cross-Sectional Comparative Evaluation StudyKun He, Qiming Xiao, Wangyang Chen, Lisha Jing, Yabing Wang, Shuai Li, Daiyu Yang, Hemiao Xu, Ke Pang, Ruoyu Xiao et al. · 2026 · Journal of Medical Internet Research
- Retrieval-Augmented Large Language Models for Clinical Decision Support: A Systematic Review of Hallucination Mitigation and Evidence GroundingSumit Barua, Charles Barnabas Rodgers · 2026 · Research Square
- Beyond accuracy: advancing LLM evaluation in clinical neurology toward real-world decision supportRavi Shankar, Qian Xu · 2026 · Neurological Sciences
- Research on Governance of Unstructured Epidemiological Investigation Data and Report Generation Based on Large Language Models松冬 蒋 · 2026 · Computer Science and Application
- OptoChat: a large language model with retrieval augmented generation for opticsXiaoqing Bao, Hairuo Wang, Silin Chen et al. · 2026 · Journal of Physics Photonics
- Safety and Reliability Evaluation of Medical Chatbots Powered by Large Language ModelsElvira Nurfadhilah, Lyla Ruslana Aini, Agung Santosa, Mohammad Teduh Uliniansyah, Gunarso Gunarso, Prabu Kresna Putra, Siska Pebiana, Radhiyatul Fajri, Nuraisa Novia Hidayati, Rahardito Dio Prastowo et al. · 2026 · Advances in computational intelligence and robotics book series
- Development and evaluation of a large language model-based, retrieval-augmented generation application for query response in early oncology clinical trialsD. Pesántez, G. Fucà, A. Magrì, L. Koulai, K. Bliznashki, A. Soltani, M. Khan, Francesco Multari, Michele Moschetta · 2026 · ESMO Real World Data and Digital Oncology
- A Structured Prompt Design Algorithm for Contextual Health Data Extraction in Elderly Virtual Companion SystemsPrissadang Suta, Pornchai Mongkolnam · 2026 · International Conference on Advances in Information Technology
- PhysioRAG: A RAG-Based System for Evidence-Based Physiotherapy GuidanceMohammed Hamza, Naman Bordia, Poorna V. M., Maanasa H. C. · 2026 · International Multi-Conference on Systems, Signals & Devices (SSD)
- A Hierarchical Multi-Agent System for Dynamic Orchestration of Clinical WorkflowsIris Panaro, Paolo Maresca · 2026 · International Conference on Integrated Intelligence and Cognitive Engineering (ICIICE)
- Knowledge-graph anchoring enables safer large language model reasoning for rare-tumor managementYuan Chu, Chengyi Hua, He Qing, Franka Menge, Christoph Reissfelder, Bernd Kasper, Yimiao Xu, Jens Jakob, Chengpeng Li, Cui Yang · 2026 · Research Square
- Retrieval-Augmented Generation in Healthcare Systems: A Systematic Review with Emphasis on Public DataRafael Santos Novo Pereira, André Gomes Regino, Fernando Rezende Zagatti, Matheus Bernardelli de Moraes, Guilherme Ruppert, Ana Carolina Monteiro, Rodrigo Bonacin · 2026
- Fine-tuning and structured prompting strategies for question answering over full-text biomedical research articlesKaiming Tao, Rohit Satija, Jinru Zhou, Zachary A. Osman, Vineet Ahluwalia, Chiara Sabatti, Robert W. Shafer · 2026 · PLoS ONE
- Rotation Key Scheduling: Temporal Invalidation of Alignment-Based Embedding Inversion in RAG SystemsSeungSoo Baek · 2026 · SSRN Electronic Journal
- Generative artificial intelligence for outcome prediction in critical care: the future is now?Jessica D. Workum, Christian Jung, Michael Beil · 2026 · Current Opinion in Critical Care
- Context-Aware Respiratory Health Advisory System for Risk Assessment and Personalized RecommendationsPrachi Chhabra, Mohit Negi, Omkar Goje, Davinder Paul Singh, Faisal Khan · 2026 · International Conference on AI, Data Science, Cyber Security and Smart Manufacturing for Sustainable Development (ICADCS)
- An Evidence-Based Framework for Patient-Facing Artificial Intelligence Integration in the Emergency DepartmentTehreem Rehman, Philip C. Jarrett, Joshua Lesko, James J Augustine, Bradley D. Shy, Rohit B. Sangal, Nicholas G. Genes, Donald U. Apakama, Ethan E. Abbott, Abhi Mehrotra et al. · 2026 · Journal of the American College of Emergency Physicians Open
- Real-world evaluation of medication recommendation workflows: Retrieval augmentation, physician-RAG collaborative workflow, and prescribing qualityLong Ren, Fang Fang, Yu Zhang, Yabin Ma · 2026 · International Journal of Medical Informatics
- Construction and Evaluation of Large Language Models for the Mongolian Medicine Diagnostic and Treatment SystemXieqi Ji, Feilong Bao, Hui Zhang, Aruukhan Bai · 2026 · Lecture notes in computer science
- AKSR: Adaptive Knowledge Selection and Multi-strategy Reasoning for Alzheimer’s Disease Question AnsweringZili Zhou, Chengyuan Xue, Nuo Zhuang · 2026 · Lecture notes in computer science
- Interactive Retrieval-Governed LLM Tutoring for Surgical Site Infection Prevention EducationFrixos Stylianou, Konstantinos Vakanas, Panagiotis Papageorgiou, Andreas Charalambous, Iolie A. Nicolaidou, Koralia A. Michail, Christos P. Loizou, Efthyvoulos C Kyriacou, Theologia Tsitsi · 2026 · IFIP advances in information and communication technology
- A Dual-Agent Mental Health Counseling System with RAG and PEFTMeihan Liu, Sifan Liu, Jiayue Zhang, Feiyan Zhao, Hui Li, Xin Wang · 2026 · Lecture notes in computer science
- Publicly Accessible Large Language Model Responses to Frequently Asked Questions About Spondylodiscitis: Preliminary Expert EvaluationM. Ardelt, David Schiffelholz, Siegmund Lang, J. Straub, Sonja Häckel, N. H. von der Hoeh, M. Dreimann, J. Neuhoff, S. Siller, D. Bratelj et al. · 2026 · Journal of Medical Internet Research
- Agentic AI for Computational Pharmacology: Orchestrating Molecular Search, Evidence Appraisal, Mechanistic Reasoning, and Candidate PrioritizationLina Hassan, Omar Khalaf, Reem Jaber · 2026 · International Journal of Pharmaceutical and Phytopharmacological Research
- EviCare: Enhancing Diagnosis Prediction with Deep Model-Guided Evidence for In-Context ReasoningHengyu Zhang, Xuyun Zhang, Pengxiang Zhan, Linhao Luo, Hang Lv, Yanchao Tan, Shirui Pan, Carl Yang · 2026 · ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD)
- Machine learning approaches for prediction of epilepsy risk across clinical pathways: a systematic reviewAmr M. Omar, Antonina Omisade, Jason P. Gallivan, Gavin Paul Winston · 2026 · Journal of Neural Engineering
- Diagnosing RAG vulnerabilities via sensitive knowledge recognitionZhichen Liu, Jingkai Liu, Xiaoting Lyu, Jiao Dai, Fuqiang Hu, Bin Wang, Jie Zhang, W H Wang · 2026 · Pattern Recognition Letters
- An IoT-Ready Context-Aware Patient State Framework with LLM-Driven Recommendation for Shoulder RehabilitationJonghyeok Mun, Nackhwan Kim, Jongsun Choi · 2026 · Electronics
- Agentic Self-RAG: An Ablation Study for Zero-Shot Biomedical Question AnsweringRendi Prayata Wibawa, Sarah Widya Putri, Andrea Lauren Wijaya, Hidayaturrahman · 2026 · IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communications Technology (IAICT)
- When Paraconsistent Logic Meets Large Language Models: Resilient Decision Support Systems for Uncertain and Contradictory EnvironmentsMarcus Vinicius Leite, Jair Minoro Abe, João Glauco Barbosa dos Santos, Leandro Cigano de Souza Thomas, Marcos Leandro Hoffmann Souza · 2026 · Advances in sustainability science and technology
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- OntoCodex: a multi-agent biomedical ontology enrichment frameworkJingna Feng, Yue Yu, Aaron Dong et al. · 2026 · npj Health Systems
- Intelligent Framework for Adverse Drug Event Identification Using Large Language Models and Retrieval-Augmented Generation: Development and Evaluation StudyJunlong Ma, Xuehong Wu, Zeying Feng, Yun Kuang, Zhendong Ding, Min Li, Guoping Yang · 2026 · Journal of Medical Internet Research
- NephroTwin: A Digital Twin Framework for Proactive and Personalized Management of Chronic Kidney DiseaseSayed Chhattan Shah, Sarah J. Schrauben, Muhammad Taqi Raza · 2026 · IEEE International Conference on Healthcare Informatics (ICHI)
- TCM-CoT-RAG: a chain-of-thought enhanced retrieval-augmented generation system for clinical decision support in Traditional Chinese Medicine rheumatologyBingbing Fan, Yunlong Fang, Zihan Wang, Fang Ma · 2026 · Frontiers in Pharmacology
- Post Hoc Human Review of a Large Language Model–Generated Benchmark for Hospital Wayfinding Search: Comparative Evaluation Study (Preprint)Joe Hasei, Yuichiro Toda, Yuki Nishimura, Taichi IKEZAKI, Hiroki Matsuoka, Koichi Takeuchi, Ryuichi Nakahara, Toshifumi Ozaki · 2026
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