Publications citing MIMIC-IV v3.1

Beyond Mean Absolute Error: Ancestry-Stratified Calibration and Explainability for Warfarin Dosing Models
Hassan Barmandah, Omar A. Bawazir, Siraj Aldeen Marghalani et al. Journal of Personalized Medicine, 2026. Cites: paper

Feature-token clinical transformer for 24-h landmark mortality risk stratification in critically ill patients with heart failure: development and multicenter external validation
Mianxian Li, Yuefei Zhou, Chun Li. Frontiers in Cardiovascular Medicine, 2026. Cites: paper

Perioperative nutrition-related laboratory profiles predict outcomes after digestive procedures in patients with gastrointestinal cancer
MengHui Zhang, Liangliang Hui, Jialing Zhang et al. Frontiers in Nutrition, 2026. Cites: paper

BackupIntegrity: AI-Enabled Protection and Recovery of Healthcare Database Backups in Cloud Environments
Answer Mushedhe, Onu Matthew Ijiga. International Journal of Innovative Science and Research Technology (IJISRT), 2026. Cites: paper

Clinical evaluation of early ICU echocardiographic haemodynamic measures and 28-day mortality in sepsis: a retrospective cohort study
Zheng Yao, Shijia Zhu, Zhaotao Fang. Research Square, 2026. Cites: dataset

Development and multi-database validation of machine learning models for 28-day mortality prediction in ICU patients with COPD and pulmonary hypertension
Yuwei Xia, Yuxuan Yang, Junchao Yang. Frontiers in Medicine, 2026. Cites: paper

Escalating Vasopressor Intensity and the Goals-of-Care Documentation Gap in Septic Shock: Relevance to the Proposed Refractory Shock Threshold
Imran Khalid, Javier I. Diaz-Mendoza, Manahil Imran et al. Journal of Intensive Care Medicine, 2026. Cites: paper

Landmark-specific phenotypic heterogeneity in CRRT discontinuation timing: a multi-landmark target trial emulation using MIMIC-IV
Yuan Zhou, Xiaoyu Zhang, Jiaxiang Chen et al. Frontiers in Medicine, 2026. Cites: paper

Leveraging High-Frequency Postoperative ICU Arterial Blood Pressure Data from Electronic Health Records for Research: A Brief Report
Gen Li, Robert Edward Freundlich, Benjamin C. French et al. Journal of Medical Systems, 2026. Cites: paper

Securing the Edge of Things for the Internet of Medical Things: A Survey of Threats, Privacy, and Trust
Bhabendu Kumar Mohanta, Soumyashree Sahoo, Balasubramani Subbiyan et al. Computers, 2026. Cites: paper

Skill-guided agentic reasoning enables longitudinal synthesis of myeloma records at expert-level concordance
Johannes Moll, Jannik Lübberstedt, Christoph Nuernbergk et al. npj Precision Oncology, 2026. Cites: paper

Algorithmic Guardrails for Echocardiography AI
Krish Kabra, Sadeer G Al-Kindi, Guha Balakrishnan. JACC Advances, 2026. Cites: paper

Beyond Hemoglobin: Estimating Erythrocyte Circulatory Value
Siyu Tang, Huan Jiang, Bai Xu et al. Research Square, 2026. Cites: paper

Cross-database adaptation of machine learning models for predicting sustained antibiotic exposure among patients with intracerebral hemorrhage in intensive care units
Sakshie Pathak, Yong Si, Janet Sanjaya et al. medRxiv, 2026. Cites: paper

Development and Cross-Database External Validation of 24-Hour Landmark Models for ICU Mortality After Intracerebral Hemorrhage: Incremental Value of Routine Coagulation Markers
Sakshie Pathak, Yong Si, Janet Sanjaya et al. medRxiv, 2026. Cites: dataset, paper

Development and external validation of a nomogram for predicting in‐hospital mortality in status epilepticus patients in the intensive care unit: A MIMIC ‐ IV and eICU ‐ CRD study
Fangzhao Yin, Yudan Wang, Cui Deqiu. Epileptic Disorders, 2026. Cites: paper

Impact of Differential Privacy on Synthetic Data Generation with CTGAN for Heart Failure Risk Prediction
Diego Armando Martinez Florez, Andrés L. Jutinico. Communications in computer and information science, 2026. Cites: paper

Verification Debt as Agentic Artificial Intelligence Accelerates Clinical Analysis (Preprint)
Hugo Guillen-Ramirez, Olga Endrich, Guido Beldi. 2026. Cites: paper

A machine learning model for in-hospital mortality prediction in patients with sepsis-related myocardial injury
Da-cheng Wang, Yan-pin Liu, Yu-ting Wang et al. PLOS Digital Health, 2026. Cites: paper

Analysis code and aggregate results: Nurse-Charted Congestion–Perfusion Phenotypes in the Cardiac Intensive Care Unit: Perfusion Replicates, Congestion Is Documentation-Dependent
Qingcai Miao, Jianhong Cen, Lu Chen et al. Zenodo (CERN European Organization for Nuclear Research), 2026. Cites: dataset

Association of 24-hours net positive fluid balance with log-transformed vancomycin trough concentrations in the early phase of therapy among critically ill patients
Azfar Athar Ishaqui, Khalid Mubarak Orayj, Tauqeer Hussain Mallhi et al. Naunyn-Schmiedeberg s Archives of Pharmacology, 2026. Cites: dataset, paper

Characterization of 24-Hour Rhythms in Vital Signs in Intensive Care Populations: A Scoping Review
Floor W Hiemstra, Lot van Winden, Roos Bos et al. Journal of Biological Rhythms, 2026. Cites: paper

Ambient temperature and the volume and severity of 621,790 myocardial infarction admissions. A national case-crossover study
Ahmet DEMİR, Kemal Gökçek, Ahmet Aksakal et al. Research Square, 2026. Cites: dataset, paper

Dynamic Risk Stratification for Short-Term Deterioration After Acute Stroke: Incremental Value of Radiology-Report-Derived Neuroimaging Phenotypes Beyond Dynamic ICU States — a retrospective cohort study with temporal validation
Ping LEI, Yanyi Xu, Yuxia Zhang et al. medRxiv, 2026. Cites: dataset, paper

Early deep-RASS burden and in-hospital mortality in mechanically ventilated neurocritical patients: a retrospective landmark study
Jie Lu, Xiao Chen, Weikang Xing. Research Square, 2026. Cites: dataset, paper

Alactic Base Excess as a Predictor of Mortality in Trauma ICU Patients: Retrospective Study and Evaluation of Integration into Trauma Scoring Systems
Felix Julian Schöllhorn, Leonard Azamfirei, Oana Elena Branea. Life, 2026. Cites: paper

Hepatic biomarker trajectories and mortality in septic adults with type 2 diabetes and recorded dipeptidyl peptidase-4 inhibitor exposure versus metformin-based therapy: A propensity-score-matched cohort study
Aristomenis G. Alevizopoulos, Georgios G. Anastasiou, Paraskevas Nomikos et al. Metabolism Open, 2026. Cites: paper

Stress hyperglycemia ratio as a predictor of in-hospital mortality in patients with acute kidney injury: a retrospective cohort study
Jichao Zhang, Jing Liu, Yuanyuan Li et al. Clinical and Experimental Nephrology, 2026. Cites: paper

Associated factors and a prognostic model for 28-day mortality in Staphylococcus aureus bloodstream infection
Zhanpeng Yu, Zeyun Lin, Tian Xiaoyan et al. Medicine, 2026. Cites: paper

Development and Validation of a Machine Learning Model for Predicting 28-Day Mortality in Patients with Sepsis-Associated Encephalopathy and Heart Failure
Hai-peng Wu, Kai Liu, Xiao-Yi Hu. Journal of Intensive Care Medicine, 2026. Cites: paper

HQML-ICU: hybrid quantum-classical machine learning for ICU mortality prediction using MIMIC-IV electronic health records
Abdel-Haleem Abdel-Aty, Heba Kadry, Nadir Omer et al. Frontiers in Computational Neuroscience, 2026. Cites: paper

ICU Readmission Prediction for Patients with Alcohol-Related Disorders Based on Multimodal Deep Learning
Nguyen Thanh Vu, Chau Thi Ngoc Vo. Lecture notes in computer science, 2026. Cites: paper

Low arterial oxygen-content burden during the first 24 h and hospital mortality in mechanically ventilated adults: analyses of MIMIC-IV and eICU
Xiaoyan Gao, Jiaqi Wang, Luyan Xiong et al. Frontiers in Medicine, 2026. Cites: dataset, paper

Machine Learning Prediction of Early ICU-to-Ward Transfer in Patients with Sepsis: Development, External Validation, and Retrospective Cohort Study
Na Kyung Ha, Hyeon-Uk Lee, C. Kim et al. Hospitals, 2026. Cites: paper

Tail-Risk-Aware Model Predictive Control for Hypoglycemia Mitigation in Automated Insulin Delivery
Kaiyuan Zhang, Congyu Han, Hexing Guo et al. Metabolites, 2026. Cites: paper

An Integrated Intelligent Decision Support System Combining Stochastic Programming and Queuing Theory for Dynamic Triage of Surgical Critical Care Patients to Prevent Postoperative Complications in Healthcare Business Operation
Jarun Bootdachi, Parichat Wonggom, Wiphawadee Potisopha. Applied System Innovation, 2026. Cites: paper

Development and internal validation of a machine-learning-informed nomogram for predicting severe acute pancreatitis in the intensive care unit: a retrospective cohort study using the MIMIC-IV database
Gaozhi Zhang, Xufeng Chen. Research Square, 2026. Cites: paper

Head-to-head comparison of glucose-to-albumin ratio against five albumin-derived indices for predicting 28-day ICU mortality in critically ill patients with spontaneous intracerebral hemorrhage: a multicenter retrospective study
Fangbin Hao, Luokai Huangfu, Wenxuan Li et al. Frontiers in Nutrition, 2026. Cites: paper

Lactate as a predictive biomarker and therapeutic target in cardiopulmonary bypass-associated acute kidney injury
Dinghao Xue, Mingru Zhang, 張欣綠 et al. iScience, 2026. Cites: paper

Targeting delirium in gastric surgery: An interpretable predictive model and statistical analysis in critical care
Junqi Cui, Eunice Ya Ping Lim, Chi Eung Danforn Lim. Technology and Health Care, 2026. Cites: paper

ASAF-MedRec: Auxiliary-supervised semantic alignment and fusion for medication recommendation
Xuelei Yin, QIN Li, Yao Li et al. Information Processing & Management, 2026. Cites: paper

Assessing the consistency of a prognostic transition to persistent critical illness across two U.S. ICU databases: a daily risk-set analysis
Guoxin Wu, Quankun Lv, Yi Ye et al. International Journal of Medical Informatics, 2026. Cites: paper

Development and validation of an interpretable machine learning model for predicting early acute kidney injury and altered consciousness in cardiac surgery patients admitted to the intensive care unit: a retrospective study
Shu Yang, Jing Luo, Lianzheng Ma et al. Frontiers in Endocrinology, 2026. Cites: paper

Association between early intravenous magnesium sulfate administration and mortality according to systemic immune-inflammation index in critically ill patients with acute heart failure: A retrospective cohort study
Thanh Luan Nguyen, Heng T. Duong, Thi Bao Yen Nguyen et al. American Heart Journal Plus Cardiology Research and Practice, 2026. Cites: paper

Development and validation of an explainable machine learning model for predicting multiple organ failure in patients with acute pancreatitis: a multicenter cohort study
Yi Hao, Peiyi Bai, Yunpeng Zhou et al. European journal of medical research, 2026. Cites: paper

Early bicarbonate normalization and discharge alive from the ICU in adults with diabetic ketoacidosis and high-anion-gap acidosis: a retrospective MIMIC-IV landmark cohort study
Yao Zheng. Research Square, 2026. Cites: paper

Early hemoglobin trajectories and short-term mortality in ICU patients with traumatic brain injury: development in MIMIC-IV and external assessment in eICU-CRD
Saijie Li, Yanyu Han, Feiyu Ding et al. Frontiers in Neurology, 2026. Cites: paper

Early midazolam exposure and short-term risk of acute exacerbation of COPD in critically ill patients: a target trial emulation using the MIMIC-IV database
Guoping Qin, Kun Zou. Frontiers in Artificial Intelligence, 2026. Cites: paper

ICU day-1 arterial bicarbonate and 30-day mortality in adults with acute pancreatitis discharge diagnoses
Yao Zheng. Research Square, 2026. Cites: dataset, paper

Integrating 72-h BUN/Cr trajectories with interpretable machine learning for 28-day mortality after acute stroke: a dual-center landmark study
Zihai Cheng, Zhongsheng Lu, Shuren Wang et al. Frontiers in Neurology, 2026. Cites: paper

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