Publications citing eICU Collaborative Research Database v2.0

Six-hour landmark prediction of poor subsequent urine output in critically ill adults with heart failure: model development and external validation
庄小环, Xinyuan Zhang, 方统念. Research Square, 2026. Cites: dataset

Identical results, hidden data problems: running CMS's digital quality measures on real hospital data
Sai Sharan Kasa. Research Square, 2026. Cites: dataset

Evaluating Intensive Care Unit Patient Trajectory Representations Using a Temporal Entity-Attribute-Value Schema: a Retrospective Multicenter Benchmarking Study (Preprint)
Dimitrios Proios, Alban Bornet, Yamil Vindas et al. 2026. Cites: dataset

Multi-environment evaluation and decision-level analysis of clinical prediction models under dataset shift
Jorge Robalino-Díaz, Alejandro Cabrera‐Andrade, Ana Karina Zambrano et al. Frontiers in Digital Health, 2026. Cites: dataset

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

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

Decision models can offload structured clinical tasks from large language models
Dean Ariel, Guy Laban, Stav Endelman et al. medRxiv, 2026. Cites: dataset

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

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

Validation-set-constrained three-path prediction-score fusion for in-hospital mortality at 24 hours after ICU admission: internal evaluation and a cross-database transportability stress test
Zijun Peng, Jian Ma. Research Square, 2026. Cites: dataset

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: dataset

Association of early chloride-bicarbonate joint phenotypes with in-hospital mortality among intensive care unit patients with sepsis: a dual-database study
Liang Wang, Zhihua Xu. Frontiers in Medicine, 2026. Cites: dataset

Early strong anticholinergic initiation and 30-day mortality in older inpatients with dementia: a target trial emulation
Jialong Liu, Haiyan Yuan. Research Square, 2026. Cites: dataset

Revision Behavior and Explainability in Adaptive LLM Swarms for ICU Mortality Risk Prediction: A Two-Dataset Evaluation
Callum Anderson. medRxiv, 2026. Cites: dataset

Salud Digital ICU Mortality Transfer Reproducibility Package
Jorge Robalino-Díaz. Zenodo (CERN European Organization for Nuclear Research), 2026. Cites: dataset

Development and Cross-Database Evaluation of 6-Hour Landmark Prediction Models for a Subsequent Packed Red Blood Cell Transfusion Record in Adult Trauma ICU Patients
Gong Zhang, Cui Yang, Shirong Jiang et al. Research Square, 2026. Cites: dataset

Optimization of glucocorticoid administration in patients with sepsis using reinforcement learning: a multicenter retrospective study
Y F Zhang, Lei Liang, Xinxin Zhang et al. Frontiers in Cellular and Infection Microbiology, 2026. Cites: dataset

Artificial intelligence framework for real-time integration of electronic health records and clinical notes for early prediction and management of sepsis in intensive care units
R. Kanthavel, Ramakrishnan Dhaya, A. Jayanthiladevi et al. Discover Artificial Intelligence, 2026. Cites: dataset

Data-Stream and Hospital-Level Variation in ICU Vital-Sign Record Density Across MIMIC-IV and eICU-CRD: Retrospective Data Quality Study (Preprint)
Yngve Mikkelsen. 2026. Cites: dataset

Data-Stream and Hospital-Level Variation in ICU Vital-Sign Record Density Across MIMIC-IV and eICU-CRD: Retrospective Data Quality Study (Preprint)
Yngve Mikkelsen. JMIR Medical Informatics, 2026. Cites: dataset

Ultra-early versus early adjunctive vasopressin initiation after norepinephrine escalation in septic shock: a target trial emulation
Takaya Nakashima, Taiga Ichinomiya, Mikio Nakajima et al. Intensive Care Medicine, 2026. Cites: dataset

Privacy-aware artificial intelligence framework for early sepsis detection in sustainable healthcare systems
Jayalaxmi Dash, Prabhat Kumar Sahu, Suneeta Satpathy. Discover Computing, 2026. Cites: dataset

The Shock Clock in AMI-CS: Clinically Anchored Dynamic Bayesian and Machine-Learning Risk Modelling Across MIMIC-IV and eICU
Tianyi Yu. Research Square, 2026. Cites: dataset

Cross-database validation reveals distinct layers of transportability in ICU delirium prediction
Shengliang Ni, Kengo Sato. medRxiv, 2026. Cites: dataset

A machine learning–based prediction model for delirium risk in malnourished elderly ICU patients with SHAP interpretability
Chunmei Zhang, Zhiyi Xie, Fengzhen Chen et al. Frontiers in Nutrition, 2026. Cites: dataset

Proton pump inhibitors and the risk of hospital acquired clostridioides difficile infection in critically ill patients
Qian Zeng, Chengfu Guan, Jiana Chen et al. Frontiers in Pharmacology, 2026. Cites: dataset

Clinical characteristics and outcomes of critically ill women with gynecologic malignancies: a two-database retrospective study using MIMIC-IV v3.1 and eICU-CRD v2.0
Xiangfei Chen, Danfeng Du, Mingyi Peng et al. BMC Women s Health, 2026. Cites: dataset

Towards A Novel Shapley-Based Framework for Data-Centric Cohort Refinement
Yueh Tang, Justin Z. Zhan. Lecture notes in computer science, 2026. Cites: dataset

An empirical study of machine learning robustness and scalability for imbalanced tabular clinical data in emergency and critical care
Yusuf Brima, Marcellin Atemkeng. Scientific Reports, 2026. Cites: dataset

Racial/Ethnic Disparities in Severity Scoring Systems for Sepsis Patients in Intensive Care Units in the USA: Insights from MIMIC-III, MIMIC-IV and eICU Databases
Peili Liu, Xiaoqi Li, Yanyan Zhao. Journal of Racial and Ethnic Health Disparities, 2026. Cites: dataset

Early risk stratification of acute kidney injury severity in patients with acute myocardial infarction and diabetes using machine learning
Liang Ruan, Yong Qiao, Xudong Li et al. Scientific Reports, 2026. Cites: dataset

Development of a hemodynamic scoring system for acute pancreatitis: an exploratory approach to optimizing fluid resuscitation
Guanhao Huang, Huali Huang. BMC Gastroenterology, 2026. Cites: dataset

Association between HALP score and in-hospital mortality in sepsis patients: a multicenter retrospective cohort study with external validation
Xingping Lv, Xiaobin Liu, Yezhou Shen et al. Frontiers in Public Health, 2026. Cites: dataset

A deep learning-based early warning system for renal replacement therapy in the intensive care unit
Behrooz Mamandipoor, Julian McAuley, Martin Krause et al. Research Square, 2026. Cites: dataset

Staffable ICU early-warning with calibrated multi-centre validation and alert-budget guardrails
Sanwal Ahmad Zafar, Wei Qin, Toufique Ahmed Soomro et al. medRxiv, 2025. Cites: dataset

Pulse Oximetry Discrepancies and Occult Hypoxemia in ICU Patients: Predictors and Clinical Outcomes
Saikou Omar Saidy, Ali Iqbal, Saqib H. Baig. Journal of Intensive Care Medicine, 2025. Cites: dataset

TransFed: cross-domain feature alignment for semi-supervised federated transfer learning
Linghui Zeng, Ruixuan Liu, Li Xiong et al. Machine Learning, 2025. Cites: dataset

MC-MED, multimodal clinical monitoring in the emergency department
Aman Kansal, Emma Chen, Boyang Tom Jin et al. Scientific Data, 2025. Cites: dataset

Case-Control Matching Erodes Feature Discriminability for AI-driven Sepsis Prediction in ICUs: A Retrospective Cohort Study
Sophia F. Ehlers, Fanny Tranchellini, Youssef Farag et al. medRxiv, 2025. Cites: dataset

Racial Differences in Temporal Thermometry and Association with Delayed Sepsis Bundle Care
João Carlos Ramos Gonçalves de Matos, Mahmoud I Alwakeel, Sicheng Hao et al. medRxiv, 2025. Cites: dataset

Predicting appropriateness of antibiotic treatment among ICU patients with hospital-acquired infection
Ella Goldschmidt, Ella Rannon, Daniel A. Bernstein et al. npj Digital Medicine, 2025. Cites: dataset

Fluid balance and clinical outcomes in patients with aortic dissection: a retrospective case-control study based on ICU databases
Jiahao Lei, Zhuojing Zhang, Yixuan Li et al. BMJ Open, 2025. Cites: dataset

An explicable machine learning approach for predicting 30-day septic mortality for ICU patients
Liang Zhou, Ruiqian Wu, Shanshan Wang et al. International Journal of Information and Communication Technology, 2025. Cites: dataset

Future of Breast Cancer Diagnosis: A Review of DL and ML Applications and Emerging Trends for Multimodal Data
Beibit Abdikenov, Tomiris Zhaksylyk, Olzhas Shortanbaiuly et al. IEEE Access, 2025. Cites: dataset

A Novel Decentralized Privacy Preserving Federated Learning Model for Healthcare Application
Saba Ameri, Reza Ebrahimi Atani. International Conference on Information and Knowledge Technology (IKT), 2024. Cites: dataset

Target informed client recruitment for efficient federated learning in healthcare
Vincent Scheltjens, Lyse Naomi Wamba Momo, Wouter Verbeke et al. BMC Medical Informatics and Decision Making, 2024. Cites: dataset

Predicting the physiological effects of multiple drugs using electronic health record
Junhyeok Jeon, Eujin Hong, Jong‐Yeup Kim et al. Computers in Biology and Medicine, 2024. Cites: dataset

Development and validation of a dynamic nomogram for predicting in-hospital mortality in patients with gastrointestinal bleeding: a retrospective cohort study in the intensive care unit
Kang Zou, Shu Huang, Wensen Ren et al. Scientific Reports, 2024. Cites: dataset

Utilizing Machine Learning Predictive Analytics to Enhance Early Sepsis Diagnosis in Critical Care Setting
Paron Daothong, Sira Jampa-Ngern, Wongwit Senavongse. IEEE/ACIS International Conference on Big Data, Cloud Computing, and Data Science (BCD), 2024. Cites: dataset

BOLD: Blood-gas and Oximetry Linked Dataset
João Carlos Ramos Gonçalves de Matos, Tristan Struja, Jack Gallifant et al. Scientific Data, 2024. Cites: dataset

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