Publications citing MIMIC-IV v3.1

How are researchers using MIMIC? A sampling-based methods review
Taiebe Kenarangi, Adrian Gerard Barnett, Jacky Yung Suen et al. International Journal of Medical Informatics, 2026. Cites: paper

Label Adaptive Gating for Learning Per Label Modality Importance in Multimodal Multi Label Clinical Diagnosis
Van-Thien Tran, Thanh-Nghi Doan, Song-Toan Tran. Research Square, 2026. Cites: paper

Lymphopenia and elevated NLR identify patients with septic shock who may benefit from corticosteroids: a target trial emulation study
Patrick Jason Toppin, Mário Diego Teles Correia, Yale Chang et al. Intensive Care Medicine Experimental, 2026. Cites: paper

Medical Applications of Graph Convolutional Networks Using Electronic Health Records: A Scoping Review
Garrik Hoyt, Noyonica Chatterjee, Zachary N. Davis et al. Cureus, 2026. Cites: paper

MultiDiseasePred: An Interpretable Multi-Disease Risk Prediction Framework and Its Application for Early Risk Stratification in the Emergency Department
Yanwei Jin, Ke Xu, Yinzhao Wang et al. Research Square, 2026. Cites: dataset

AI-Driven Analysis of Device Duration in Anesthesiology
Arnab Sutar, Brandon Tabman, Huda Fatima et al. medRxiv, 2026. Cites: paper

Artificial intelligence for pneumonia diagnosis: a systematic review of multimodal learning, fusion strategies, and explainability
K. G. Sruthy, T M Navamani. Frontiers in Digital Health, 2026. Cites: paper

Association between early postoperative fraction of inspired oxygen and pulmonary complications after coronary artery bypass grafting: a retrospective cohort study using public databases
Fei Gao, Zixiao Kong, Shuwen Li et al. BMC Cardiovascular Disorders, 2026. Cites: paper

Development and external validation of a machine-learning model for classifying documented pressure injury status during ICU stays among patients receiving invasive mechanical ventilation: A MIMIC-IV and eICU study
Yang Zhao, Siji Chen, Chang Pang et al. Journal of Tissue Viability, 2026. Cites: paper

Early Arterial Oxygen Tension Thresholds for Mechanically Ventilated Patients with Non-traumatic Acute Brain Injury: A Bayesian Analysis of Three Large Neurocritical Care Datasets
Lavienraj Premraj, Christopher Camarda, Nekane Romero-García et al. Neurocritical Care, 2026. Cites: dataset, paper

Machine-learning phenotyping and exploratory medication-outcome associations in heart failure with preserved ejection fraction: a multicohort retrospective study
Qianli Ma, Shaotong Zhang, Chengjian Guan et al. Frontiers in Pharmacology, 2026. Cites: paper

Reconfigurable trustless digital twins for continuous patient monitoring: A federated learning-blockchain architecture in healthcare 5.0
Radhakrishnan Delhibabu. Array, 2026. Cites: paper

Association of Postoperative Stress Hyperglycemia Ratio with Suspected Infection, Culture Positivity, Sepsis, and Septic Shock in 1408 Patients After Cranial Neurosurgery
Dong Tang, Tianxiang Huang. Journal of Clinical Medicine, 2026. Cites: paper

AI-Assisted Event Log Generation for Process Mining in Healthcare
Saimir Bala, Zeinab Soleimani, Mathias Weske. Lecture notes in computer science, 2026. Cites: paper

MKMed: Multi-Knowledge alignment framework for medication recommendation
Haixu Ma, Guanyong Wu, Shi Mu et al. Applied Intelligence, 2026. Cites: paper

Similarity-augmented variational autoencoder for missing-value imputation in electronic health records: Evaluation on MIMIC-IV and real-world records
Mohammad Tanhaei. Next research., 2026. Cites: paper

The incremental prognostic effect of red blood cell distribution width in 28-day mortality among critically ill patients with HFpEF
Zhihui Yao, Jing Xiao, Ying Li et al. American Heart Journal Plus Cardiology Research and Practice, 2026. Cites: paper

A three-parameter complete blood count triage tool for monocytosis to prioritize hematology evaluation: development in MIMIC-IV and external validation in two independent cohorts
Lingyun Xu, Jing Wu. Frontiers in Medicine, 2026. Cites: paper

CausalEvidentialFuse: A unified framework for trustworthy multimodal clinical data fusion in healthcare diagnosis
Mahmoud Elshabrawy Mohamed, Mhd Walid Koubeisi, Fayez Aljuaid et al. Computer Methods and Programs in Biomedicine, 2026. Cites: paper

Construction and validation of a 28-day mortality prediction model for refeeding syndrome in critically ill patients
Jiajia Pan, Xuanle Wu, Nina Wang et al. Frontiers in Nutrition, 2026. Cites: paper

Explainable Machine Learning for Prediction of Future High-Severity States Using Longitudinal APACHE-II Trajectories: Internal Validation and Cross-Cohort Portability Assessment
İrem Akpolat, Fatma Çelik. Diagnostics, 2026. Cites: paper

GTRE: A Physiological-Semantic Foundation Model for Generalizable EEG Analysis via Preference-Guided Alignment
Mohd Azfar, Izhar Dad Khan. Lecture notes in computer science, 2026. Cites: paper

Multi-resource operating room scheduling: a three-stage heuristic for efficiency and patient safety
Won-Chol Kim, So-Yong Kim, Gyong-Sim Ri et al. Frontiers in Industrial Engineering, 2026. Cites: paper

Personalised Drug Recommender Systems based on Electronic Health Records: Reproducibility and External Validity
Archie Carpenter, Dietmar Jannach. ACM Conference on Recommender Systems (RecSys), 2026. Cites: paper

Triglyceride-glucose index trajectories and in-hospital mortality in heart failure: a retrospective cohort study
Zongjun Hu, Xiangjun Kong, Quanwei Liu et al. Frontiers in Cardiovascular Medicine, 2026. Cites: paper

A multi-scale temporal hypergraph neural topic model for treatment pattern mining
Xin Min, Jiawei Luo, Tong Xie et al. Information Processing & Management, 2026. Cites: paper

Association of Early-Onset Atrial Fibrillation and Estimated Atrial Fibrillation Burden with Mortality in Critically Ill Adults: A Landmark Cohort Study
Anar Mammadli, Ayşe İrem Demirtola, Onur Yıldırım et al. Journal of Intensive Care Medicine, 2026. Cites: paper

Automated Brief Hospital Course Summarization in Cardiac Surgery Using a Lightweight Large Language Model–Based Framework: Development and Evaluation Study on the Medical Information Mart for Intensive Care-IV
GAO Xiaoyuan, Yang Wang, Zixing Wang et al. Journal of Medical Internet Research, 2026. Cites: paper

CancerVerse: A Fully Open Longitudinal and Multimodal Dataset for Multicancer Screening
Wenxuan Li, Pedro R. A. S. Bassi, Xinze Zhou et al. Lecture notes in computer science, 2026. Cites: paper

CXRMate-2: Structured multimodal temporal embeddings and tractable reinforcement learning for clinically acceptable chest X-ray radiology report generation
Aaron Nicolson, Elizabeth J. Cooper, Hwan-Jin Yoon et al. Informatics in Medicine Unlocked, 2026. Cites: paper

Development and external validation of an interpretable machine learning model for early prediction of in-hospital mortality in neurocritical care
Cheng Xiao, Jianxin Ye, Hongen Wei. Frontiers in Neurology, 2026. Cites: paper

Early Prophylactic Anticoagulation in Patients with Severe Spontaneous Intracerebral Hemorrhage: A Target Trial Emulation Study
Tingting An, Qiong Wu, Jing Xu et al. Research Square, 2026. Cites: paper

Factor-specific decomposition of mortality predictions produced individualized profiles that varied by population and prediction horizon
Eytan Ellenberg, Nathan Ellenberg, Nadav Davidovitch et al. Journal of Clinical Epidemiology, 2026. Cites: paper

LongMedBench: Benchmarking Medical Agents for Long-Horizon Clinical Decision-Making
Yanzhen Chen, Zihan Xu, Xin Zhang et al. Lecture notes in computer science, 2026. Cites: dataset

MedEnv: Scaling Multimodal Virtual Medical Environments for Long-Horizon Diagnosis
Zhiting Fan, Xuxiang Ren, Yuan Wang et al. Lecture notes in computer science, 2026. Cites: paper

Towards Class-Aware Semantic Decoupling in Multi-modal Disease Diagnosis with Missing Modalities
Feixiang Zhou, Jianyang Xie, Zhuangzhi Gao et al. Lecture notes in computer science, 2026. Cites: paper

Assessing the evolutionary trajectory of arbuscular mycorrhizal conserved genes in seagrasses and aquatic close relatives
Cassandra L. Ettinger, Jennifer Arroyo, Jason Stajich. Aquatic Botany, 2026. Cites: paper

Do Clinical Notes Improve ICU Mortality Prediction? A Controlled Comparison of Structured and Multimodal EHR Fusion Strategies
Ashish Katyal. Research Square, 2026. Cites: paper

Early adjunctive vasopressin was not associated with a lower 7-day risk of renal replacement therapy in norepinephrine-treated patients with cirrhosis: a target-trial-informed study with external replication
Wei Zhang, Keyan Miao, Hui Chen et al. Frontiers in Pharmacology, 2026. Cites: paper

Evolution of the first national open intensive care dataset project: organizational and legal aspects, practical guidance
Mikhail Ya. Yadgarov, Vladimir G. Deriushkin, Artem N. Kuzovlev et al. Medical Technologies Assessment and Choice, 2026. Cites: paper

Interpretable machine learning for early in-hospital mortality prediction in intensive care unit patients with acute upper gastrointestinal bleeding: Development and multicenter external validation
Jianshan Shi, yanfen li, Wenxuan Li et al. International Journal of Medical Informatics, 2026. Cites: paper

Large language models for pneumonia detection in radiology reports via text analysis
Weisheng Chen, Xinya Li, Zhongkai Qu et al. PLOS Digital Health, 2026. Cites: paper

Prognostic value of 48-h reassessment of a laboratory-derived frailty index in ICU patients with sepsis: model development in MIMIC-IV and external transport evaluation
Ming He, Yuxuan Zhang, Jiujia Xiao et al. Frontiers in Medicine, 2026. Cites: paper

The estimated time fraction within range may mask prognostically distinct glycaemic profiles in critical illness: a three-database landmark study
Shaofeng Yang, Jiamei Zong, Qing Yang et al. Diabetes Research and Clinical Practice, 2026. Cites: paper

Time-Grounded Clinical Prediction from Longitudinal Multimodal Patient Histories
Wanqi Yang, Chen Ling, Jianpeng Zhang et al. Lecture notes in computer science, 2026. Cites: paper

Development and external evaluation of an interpretable machine-learning model for early prediction of organ failure in higher-risk acute pancreatitis patients: A multicentre cohort study
Di Wu, Wenhao Cai, Chunmei Chen et al. PLOS Digital Health, 2026. Cites: paper

From time-series deep learning to physics-constrained population pharmacokinetics: AI-driven prediction of drug concentrations and exposure for model-informed dosing
Yichao Xu, Zourong Ruan, Bo Jiang. Frontiers in Pharmacology, 2026. Cites: paper

From transformer to large language models for automated generation of hospital discharge summaries: a systematic review
Bhuvaneswari Sivagnanam, Saranya Rajiakodi, Rizwan Suliankatchi Abdulkader et al. Network Modeling Analysis in Health Informatics and Bioinformatics, 2026. Cites: dataset

Interpretable machine learning for postoperative sepsis prediction in ICU patients following intracranial hematoma evacuation
Shaoyang Yu, Yun Liu, Lei Guo et al. Frontiers in Cellular and Infection Microbiology, 2026. Cites: paper

Predicting mortality risk among non-cardiac surgical patients in the surgical intensive care unit: a retrospective study based on the MIMIC-IV database
Mengke Ma, Jiatong Liu, Caiyun Li et al. Scientific Reports, 2026. Cites: paper

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