Publications citing MIMIC-IV v3.1

Development and Internal Validation of a Nomogram for Predicting 28-Day Mortality in Elderly Hip Fracture Patients Admitted to the Intensive Care Unit: A Retrospective Cohort Study Based on MIMIC-IV
Yifeng Zhao, Jinxuan Li, Xiaoping Cui. Research Square, 2026. Cites: paper

Preventing Content Leakage in LLM-Based Medical RAG: Structure-Only Retrieval for Faithful Clinical Summarization
Aleka Melese Ayalew, Tapio Seppänen, Mourad Oussalah. ACM SIGIR International Conference on Theory of Information Retrieval (ICTIR), 2026. Cites: paper

Quantum-Enhanced Multimodal Generative AI for Early Disease Detection and Personalized Treatment in Healthcare
Gayathri Priya Kolavennu, Yong Shi, Kun Suo et al. Lecture notes in computer science, 2026. Cites: paper

Association between clinical characteristics within 6 h of ICU admission and 30-day mortality risk in immunocompromised sepsis patients: development and validation of a machine learning model based on the MIMIC-IV database
Zhipeng Cheng, Xiuqing Ma, Weiying Duan et al. Frontiers in Digital Health, 2026. Cites: paper

Construction of a predictive nomogram for ICU mortality in patients with cardiac arrest using the MIMIC-IV database and the eICU Collaborative Research Database
S T Wei, Xuemei Hu, Hui Li et al. BMC Cardiovascular Disorders, 2026. Cites: paper

Enhancing stratification for survival analyses across standardized data sources
Mikhail Shubov, Mareile Beernink, Jasmin Carus et al. BMC Medical Informatics and Decision Making, 2026. Cites: paper

Exploring the Correlation Between Patient Portal Messages and Inpatient/Outpatient Encounters: A Preliminary Investigation
Shijing Si, Jedrek Wosik, Xiuquan He. Lecture notes in computer science, 2026. Cites: paper

Geriatric syndromes extraction from discharge summaries: a new dataset, annotation scheme and initial findings
Imane Guellil, Salomé Andres, Atul Anand et al. Frontiers in Digital Health, 2026. Cites: paper

Is Preoperative Serum Bicarbonate an Undervalued Risk Factor in Cardiac Surgery?
Wesley Chorney, John Hinchion. Journal of Cardiovascular Translational Research, 2026. Cites: paper

Mean arterial pressure-to-norepinephrine-equivalent dose ratio, rather than achieved mean arterial pressure alone, is associated with mortality in septic shock
Xiaojun Zhao, Bo Wang, Shi-Tong Diao et al. Journal of Intensive Care, 2026. Cites: paper

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, paper

Association between the blood urea nitrogen to albumin ratio and all-cause mortality in critically ill patients with non-traumatic subarachnoid hemorrhage: a multicenter retrospective study and machine learning with external validation
Lu Liu, Zhilei Huang, Binbin Gui et al. Research Square, 2026. Cites: paper

A survey on deep reinforcement learning for personalized treatment featuring challenges and a theoretical framework
Bipasha Kaul, Rashmi Naveen Raj, Veena Mayya et al. Discover Artificial Intelligence, 2026. Cites: dataset

A Systematic Review of Deep Learning and Machine Learning Applications in Longitudinal Multimodal Clinical Data
Jinqian Pan, Tienyu Chang, Mengxian Lyu et al. Journal of Healthcare Informatics Research, 2026. Cites: paper

Mamba-Bi-LSTM with SHAP-Guided Iterative Refinement for Multimodal ARDS Diagnosis: A Dual-System Framework
Mufeng Chen, Fuchang Luo, Jia Xie et al. Bioengineering, 2026. Cites: paper

Mean glucose AUC as a new predictor of in-hospital mortality in ICU patients with acute pancreatitis: A retrospective cohort study
Xi Zhu, Yingyi Li, Chanchan Lin et al. Medicine, 2026. Cites: paper

Mitigating Clinical Confounding in AI Models: A Comparative Analysis of Associative and Causal-Fused AI for ICU Readmissions
Konstantina Remoundou, Emanuele Koumantakis, Ioanna G. Roussaki. Healthcare, 2026. Cites: paper

RES-MR: Risk-Aware Reasoning for Explainable and Safe Medication Recommendation
C Wang, Jin Li, Shoujin Wang et al. International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2026. Cites: paper

The relationship between pan immune inflammatory index (PIV) and 28 day mortality in patients with severe urinary sepsis: a retrospective study of a multinational dual cohort study
Wenjun Zhang, Kunyuan Huang, X C Li et al. Frontiers in Medicine, 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, paper

Construction and validation of an interpretable machine learning model for predicting diabetes risk in COPD patients
Lingpin Pang, Siyan Xu, Yingxin Wang et al. Scientific Reports, 2026. Cites: paper

Large language model-generated clinical summaries in emergency departments: A blinded comparison study
Niloufar Golchini, Nikita Mehandru, Ahmed M. Alaa et al. PLOS Digital Health, 2026. Cites: paper

Prognostic value of the creatinine-to-albumin ratio in sepsis: a retrospective study based on machine learning prediction model development and external validation
Junhua Zhang, Yating Lv, T Z Li et al. European journal of medical research, 2026. Cites: paper

The Causal Artificial Intelligence Clinician for early hemodynamic management of septic shock in ICU
Giovanni Angelotti, Laura Azzimonti, Maurizio Cecconi et al. medRxiv, 2026. Cites: paper

The pediatric transfer gap: How adult-ICU-trained machine-learning models degrade on pediatric intensive care patients
Ji‐Young Yeo, Eun Sun So, Sungkwan Youm. International Journal of Medical Informatics, 2026. Cites: paper

Trustworthy AI for personalized glycemic control: a systematic review and critical appraisal of multimodal forecasting and safety-critical closed-loop control
Sarmad Maqsood, Eglė Belousovienė, Tomas Tamošuitis et al. Reviews in Endocrine and Metabolic Disorders, 2026. Cites: paper

Evaluating a large language model for identifying key comorbidities in discharge summaries of patients with obesity: a comparative validation study against ICD codes using MIMIC-IV
Thanathip Suenghataiphorn, Kanachai Boonpiraks, Vitchapong Prasitsumrit et al. International Journal of Obesity, 2026. Cites: paper

Uncertainty-calibrated adaptation of clinical transformer foundation models enhances in-hospital mortality and hospital readmission prediction
Pei-Hung Chung, Byung-Jun Yoon. npj Health Systems, 2026. Cites: paper

A Multimodal-Based Framework for Smart ECG Report Generation
Hong Duc Nguyen, Duc Tri Phan, S. Supraja. Lecture notes in computer science, 2026. Cites: paper

Assessing the effect of race on machine learning models predicting hospital admissions from emergency department
Aidan Licoppe, Lucy An, David Llewellyn Buckeridge et al. JAMIA Open, 2026. Cites: paper

A tabular prior-data fitted network-based prediction model integrating ferritin and total iron-binding capacity for 30-day all-cause mortality in critically ill cancer patients
Lin-Lin Liu, Lei Han, Zuo‐Lin Xiang. JAMIA Open, 2026. Cites: paper

Automated ICF Profiling from ICU Time Series Using Transformer-Based Physiological Prediction
Feten Skhiri Gabbouj, Mathias Blandeau, Matei Mancaş et al. Lecture notes in computer science, 2026. Cites: paper

ECG-SurvHF: Adversarial Transformer Modeling for Heart Failure Risk Prediction
Mamo Tadiyos Hailemichael, Mohammed Hasanuzzaman, Hao Wang et al. Lecture notes in computer science, 2026. Cites: paper

Empowering clinical trial design with agentic intelligence and real-world data
Haoyang Li, Weishen Pan, Suraj Rajendran et al. Nature Communications, 2026. Cites: paper

P2Es: Physiology-conditioned diffusion for 12-lead ECG generation from PPG
Hui Ji, Wei Gao, Pengfei Zhou. Smart Health, 2026. Cites: paper

Prognostic Value of the Lactate-to-Albumin and C-Reactive Protein-to-Albumin Ratios in COVID-19–Associated ARDS
Sultan Almuntashiri, Yazeed Adel M. Alsubhi, Ziyad Khalid B. Alhelali et al. Journal of Clinical Medicine, 2026. Cites: paper

Radiologist Detection of Deficiencies in LLM-Generated Patient Communications About Radiology Reports: A Multi-Reader Study
Cheong Shin, Jung Hyun Park, Sung Jun Kim et al. Journal of Imaging Informatics in Medicine, 2026. Cites: paper

Association between urea-to-creatinine ratio trajectories and clinical outcomes in chronic critical illness patients: a retrospective cohort study
Jia Song, Lu Shen, J J Li et al. Frontiers in Nutrition, 2026. Cites: paper

Causal Effects of Endoscopy Timing on Outcomes in Critically Ill Patients With Upper Gastrointestinal Bleeding: A Double Machine Learning Analysis
Jeril Lasington, Lawin Steve Mathew Lasington, Harika Dadigiri et al. Cureus, 2026. Cites: dataset, paper

Early mortality risk prediction in critically ill patients with liver cancer using interpretable machine learning: a retrospective cohort study
Li Qin, Bo Zhang, Li Zhang et al. Frontiers in Cell and Developmental Biology, 2026. Cites: paper

Emergency Department Presenting Concerns Among Admissions With Hypercapnia: A Retrospective NLP Study of MIMIC-IV
R H Merdad, Monique Ramirez, M Christenson et al. medRxiv, 2026. Cites: paper

RenalTransLSTM: Multi-Horizon Prediction of Acute Kidney Injury in ICU Patients using a Hybrid LSTM-Transformer Architecture
S.M. Saiful Islam Badhon, Mohammad Adibuzzaman, Abu Saleh Mohammad Mosa et al. medRxiv, 2026. Cites: paper

Stratum-eval: A Normative-First Evaluation Framework for Clinical Machine Learning
Hassan Farooq, Abdullah Jawad, Muhammad Salman Butt. Research Square, 2026. Cites: paper

Association between glucose-to-platelet ratio and all-cause mortality in critically ill patients with acute myocardial infarction: a retrospective cohort study
Xingzhan Zhang, Dakai Liang, Xia Luo et al. BMC Cardiovascular Disorders, 2026. Cites: paper

CNA : An AI-oriented comprehensive normalized assessment for healthy status and application to optimize RRT strategies by reinforcement learning
Jiang Liu, Chan Zhou, Yujie Li et al. Expert Systems with Applications, 2026. Cites: paper

Improving AI Readiness Among Medical Trainees Through an Interdisciplinary Health Datathon: Mixed Methods Evaluation (Preprint)
Emily L. Leventhal, Sahil Suresh, Arvind Rajan et al. 2026. Cites: paper

Phenylephrine versus Norepinephrine for Hemodynamic Support in Tachycardic Septic Shock: A Propensity-Weighted Retrospective Cohort Study
Yosep Shin, G Michael, Z M Harris et al. Research Square, 2026. Cites: paper

Topological graph learning on healthcare networks for critical care prediction
Charles Fanning, Ahmed Guler, Corey Verkouteren et al. Network Modeling Analysis in Health Informatics and Bioinformatics, 2026. Cites: paper

Development and external validation of an admission-based model for 180-day mortality in diabetic acute myocardial infarction
Yanlong Zhao, Haodong Jiang, Yu Zhao et al. Frontiers in Endocrinology, 2026. Cites: dataset, paper

Furosemide initiation during norepinephrine infusion and proximal hemodynamic destabilization: a target trial emulation in MIMIC-IV with external validation in eICU-CRD
Lujun Shao, Cheng Xu, Huiyu Tai et al. Research Square, 2026. Cites: paper

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