Publications citing MIMIC-IV v3.1

Development and External Validation of a 72-Hour Dynamic Trajectory-Based Machine Learning Model for Mortality Prediction in ICU Patients with Sepsis and Pre-Existing Hypertension
Yufeng Chen¹, Yuan Tian, Hongyang Bian et al. Research Square, 2026. Cites: paper

Dynamic LAR trajectories provide interpretable short-term risk stratification for ICU patients with delirium
Fuhui Yan, Jun Shen, Chang Liu et al. Research Square, 2026. Cites: paper

Lactate to albumin ratio and 30-day mortality in ICU patients with influenza: a single-center retrospective cohort
Weichang Luan, Hongyi Chen, Chunhua Liu et al. Virology Journal, 2026. Cites: paper

Standard guardrails impose a safety-critical omission tax on clinical large language models that a downstream verification layer reverses: a retrospective multi-cohort evaluation
Sanjay Basu, Sadiq Patel, Parth Sheth et al. Research Square, 2026. Cites: paper

Time in Range Predicts Mortality in Severe Subarachnoid Hemorrhage: A Retrospective Cohort Study on the Mediating Role of Inflammation
Yuhang Hu, 徐雪梅, Jian Chen et al. Research Square, 2026. Cites: paper

Advancing ICU decision making through multimodal data fusion in predicting cardiovascular disorders
Felix Krones, Tasos Papastylianou, G. Qian et al. Information Fusion, 2026. Cites: paper

BlockFedMed: A blockchain-federated learning framework for privacy-preserving mortality prediction across heterogeneous intensive care units
Abhay Kumar Yadav, Maroti Deshmukh. International Journal of Medical Informatics, 2026. Cites: paper

Development and external validation of an interpretable machine learning model for predicting prolonged postoperative ICU length of stay in coronary artery bypass grafting patients using MIMIC-IV 3.1 and eICU-CRD 2.0
Dayan Liu, pengyu LU, 孟玉兰 et al. BMC Medical Informatics and Decision Making, 2026. Cites: paper

Natural Language Processing in Healthcare: From Unstructured Data to Clinical Intelligence
Dinesh Kumar, Neeraj Choudhary, Vrinda Gupta et al. Intelligent Systems with Applications, 2026. Cites: paper

Short-term ECG safety after inpatient initiation of sertraline versus citalopram or escitalopram: An observational target-trial emulation using MIMIC-IV-ECG
Junyi Lin, Ting Zhang. General Hospital Psychiatry, 2026. Cites: paper

AI-Assisted vs Human-Only Discharge Summary Drafting by Junior Doctors: Blinded Comparative Assessment Study (Preprint)
Kieran Le Plastrier, Khanishpyar Anand, Jane W Smith. 2026. Cites: dataset

Association between Red Cell Distribution Width (RDW)-related inflammatory biomarkers and prognosis in ICU Cirrhosis patients: Evidence from the MIMIC-IV
Xiaodong Zhu, Chanchan Lin, X X Liu et al. PLoS ONE, 2026. Cites: paper

Early magnesium administration is associated with lower short-term mortality in sepsis: A propensity score matched cohort study with exploratory stratification by systemic immune–inflammation index
Thanh Luan Nguyen, Thi Bao Yen Nguyen, N T Nguyen et al. Medicine, 2026. Cites: paper

Kidney injury, dialysis, and mortality with vancomycin plus piperacillin–tazobactam or cefepime
Joseph Magagnoli, Tammy H. Cummings, Christopher M. Bland et al. International Journal of Antimicrobial Agents, 2026. Cites: paper

Nonlinear association between systemic inflammation response index and mortality in adult cardiac surgery–associated acute kidney injury: A retrospective Cohort study based on the MIMIC-IV database
Tong Tan, Alimujiang Awaker, Yongqiang Lai. Medicine, 2026. Cites: paper

Nursing intensity trajectory patterns and clinical outcomes in intensive care units: a latent class analysis
Qinqin Shu, Yan Li. International Journal of Nursing Studies Advances, 2026. Cites: paper

Synergistic mortality risk of glycemic and blood pressure variability in critical stroke: A retrospective cohort study from the MIMIC-IV database
Chanchan Miao, Lele Kang, Xuejun Gao. Medicine, 2026. Cites: paper

A machine learning model for predicting short-term in-hospital mortality in acute myocardial infarction with coexisting chronic obstructive pulmonary disease
Weibin He, Jieli Sheng, Shuxiong Cai et al. Frontiers in Cardiovascular Medicine, 2026. Cites: paper

Association Between Endogenous Ketosis and Risk of Atrial Fibrillation in Intensive Care Versus General Ward Patients: A Retrospective Cohort Study
Kellina Maduray, Jingquan Zhong. Journal of Clinical Medicine, 2026. Cites: paper

Association of prognostic nutritional index with mortality in patients with sepsis-associated delirium: a retrospective MIMIC-IV study
Shengnan Kong, 杨春玲, X D Li et al. BMC Neurology, 2026. Cites: paper

Early identification of acute kidney injury progression in critically ill patients with sepsis: interpretable machine learning approach
XiaoDong You, Yuehua Chen, Jiahui Chen et al. Clinical Kidney Journal, 2026. Cites: paper

Generative artificial intelligence for outcome prediction in critical care: the future is now?
Jessica D. Workum, Christian Jung, Michael Beil. Current Opinion in Critical Care, 2026. Cites: paper

Impact of 25% albumin administration on intracranial pressure
Christian Josef Wiedermann, Michele Salvagno, Jean‐Louis Vincent et al. Critical Care, 2026. Cites: paper

Relationship between nursing notes sentiment scores and length of hospital stay in elderly knee osteoarthritis patients undergoing total knee arthroplasty: a retrospective observational study
Qingmei Wu, Qin Feng, Yiyang Liu et al. BMC Nursing, 2026. Cites: paper

Timing and severity of acute kidney injury in hospitalized adults receiving vancomycin plus NKCC inhibitor with or without piperacillin–tazobactam
Azfar Athar Ishaqui, Rina Tripathi, Pankaj Tripathi et al. Naunyn-Schmiedeberg s Archives of Pharmacology, 2026. Cites: dataset, paper

Assessment of cerebral hemodynamics in patients with acute brain injury: a group-based multivariate trajectory approach
Hai Zhou, C Chen, Hui Zheng et al. Frontiers in Neurology, 2026. Cites: paper

Association between Lactate-to-Albumin Ratio and 28-day In-Hospital Poor Outcomes in Acute Limb Ischemia: A Multicenter Cohort Study
Yuan Feng, Hongfei An, Mengchao Wu et al. Annals of Vascular Surgery, 2026. Cites: paper

Association Between Social Determinants of Health and Readmission Outcomes in Heart Failure: A Retrospective Cohort Study Using Medical Information Mart for Intensive Care IV (MIMIC-IV)
Moses Chukwuebuka Odoeke, Favour Kosisochukwu Mbakwe, Jemie U. Nnanna et al. Cureus, 2026. Cites: dataset, paper

Development and validation of a multidimensional nomogram for predicting 28-day mortality in sepsis patients with acute lung injury
Piao Zhang, Chengcheng Sun, Yingjing Wu et al. Respiratory Medicine, 2026. Cites: paper

Electronic health record-derived care-exposure burden and central line-associated bloodstream infection among critically ill adults: a multi-source retrospective cohort study
Na Li, J Huang, Jinglan Liu et al. Frontiers in Public Health, 2026. Cites: paper

Generative AI for healthcare: fundamentals, challenges, and perspectives
Gang Chen, Changshuo Liu, Ooi Gene Anne et al. Science China Information Sciences, 2026. Cites: paper

Joint effects of severe obesity and inflammation on mortality in critically ill non−ST−segment elevation myocardial infarction patients: a cohort study with external validation
Y Q Li, Yuhang Wang, Peng-Ju Lu et al. Frontiers in Endocrinology, 2026. Cites: paper

MedGLM: Unifying Graph Neural Networks and Large Language Models for Knowledge Graph-Grounded Healthcare Prediction
Tri Khang Ho, Linhao Luo, Zihang Liu et al. Lecture notes in computer science, 2026. Cites: paper

Towards privacy-preserving drug recommendation via attribute unlearning
Hengyu Zhang, Zihao Zhou, Guofang Ma et al. Pattern Recognition, 2026. Cites: paper

Algorithmic bias in surgical risk prediction models and its impact on patient safety: a review
Mohamed Mustaf Ahmed. Patient Safety in Surgery, 2026. Cites: paper

Associations Between Pulmonary Artery Catheter Use and Outcomes After Cardiac Surgery: An Entropy-Balanced Cohort Study
Luke Alastair Perry, Sashritha Peiris, Noah Greifer et al. Anesthesia & Analgesia, 2026. Cites: paper

Large reasoning models as thinking machines for medicine
Hong-Yu Zhou, Adam M. Rodman, Peng Liu et al. Nature Biomedical Engineering, 2026. Cites: paper

Performance variation and implementation barriers of large language models in clinical healthcare: a systematic review
Samer Imad Mohammed, Khalid Abdulhussein Abdulameer, Mahmood salih et al. Journal of Umm Al-Qura University for Medical Sciences, 2026. Cites: dataset

Prognostic value of the haptoglobin-to-lactate ratio in sepsis patients with elevated troponin: a retrospective cohort study.
Chaoyue Yu, Shaobao Cui, Dongrong Li et al. Research Square, 2026. Cites: paper

Causally-informed deep learning towards explainable and generalizable outcome prediction in critical care
Yuxiao Cheng, Xinxin Song, Ziqian Wang et al. Artificial Intelligence in Medicine, 2026. Cites: paper

Development and validation of an explainable machine learning model for mortality prediction in ICU patients with lung cancer
Jinhong Xia, Jingyuan Zhang, Siyu Zhang et al. Frontiers in Cell and Developmental Biology, 2026. Cites: paper

Early prediction of prolonged mechanical ventilation in invasively ventilated patients with subarachnoid hemorrhage: A MIMIC-IV prediction model study
Dixiong Rao, Benlei Li, Xin Dai et al. Clinical Neurology and Neurosurgery, 2026. Cites: paper

Integrative Profiling of Differentially Methylated Genomic Biomarkers in Bladder Cancer: Validation in Taiwanese Clinical Cohort
Jhen-Li Huang, Cing-Han Yang, Huan-Zhi Lin et al. Bratislavské lekárske listy/Bratislava medical journal, 2026. Cites: paper

On-board computing, intelligence, security and sustainability for medical IoT node performance optimization for remote patient monitoring
Siham Beloualid, Salma Sahl, Khalid Bouali et al. Array, 2026. Cites: paper

DeepEN: A deep reinforcement learning framework for personalized enteral nutrition in critical care
Daniel J. Tan, Jiayang Chen, Dilruk Perera et al. Journal of Biomedical Informatics, 2026. Cites: paper

Mixture of experts based medication recommendation for multimorbidity
Jinhang Xu, Changzhi Sun, Wenqi Qian et al. Expert Systems with Applications, 2026. Cites: paper

Association between prognostic nutritional index and mortality in critically ill patients with atrial fibrillation: a retrospective cohort study
Xiangjun Kong, Z Y Hu, Xia Huang et al. BMC Cardiovascular Disorders, 2026. Cites: paper

Combining machine learning and physiological network models for sepsis prediction
Juri Backes, Artyom Tsanda, Tobias Knopp et al. Frontiers in Network Physiology, 2026. Cites: paper

Evaluating Age-Predicted Maximal Heart Rate Versus Tachycardia in SIRS Criterion
ETHAN FLATHERS, Fang Fang, Bryan Fitzgerald et al. Journal of Intensive Care Medicine, 2026. Cites: dataset, paper

FedPSS: Privacy-governed federated patient-record similarity retrieval over temporal multimodal clinical records using multilingual semantic mapping
Mohammad Tanhaei. Machine Learning with Applications, 2026. Cites: paper

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