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MIMIC-IV

Emerging

7papers using it

2023first seen

MIMIC-IV is a publicly available critical care database that contains de-identified health data of ICU patients, used to evaluate predictive models for early sepsis detection.

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Papers using MIMIC-IV (7)

A federated learning framework with knowledge graph and temporal transformer for early sepsis prediction in multi-center ICUs2026

Trustworthy Blockchain-based Federated Learning for Electronic Health Records: Securing Participant Identity with Decentralized Identifiers and Verifiable Credentials2026

A Comparative Benchmark of Federated Learning Strategies for Mortality Prediction on Heterogeneous and Imbalanced Clinical Data2025

Federated Markov Imputation: Privacy-Preserving Temporal Imputation in Multi-Centric ICU Environments2025

Federated Learning for ICD Classification with Lightweight Models and Pretrained Embeddings2025

Federated Timeline Synthesis: Scalable and Private Methodology For Model Training and Deployment2025

Federated Learning of Medical Concepts Embedding using BEHRT2023 · 1 cites

MIMIC-IV — datasets — federated-learning