Articles

Generative Adversarial Networks for Synthetic Longitudinal EHR Data of Type 2 Diabetes: A Framework for Preserving Temporal Treatment Effects and Comorbidity Patterns

Hiroshi Nakamura & Yuta Kato

Original Research | Open access | 20 January 2023 | Article: 65

Machine Learning for Cardiovascular Disease Risk Prediction Using Electronic Health Records: A Systematic Review

Maria Gonzalez, Javier Ruiz, Lucia Torres & Elena Ruiz

Review | Open access | 20 January 2023 | Article: 66

Deep Learning for Breast Cancer Detection in Medical Imaging (Mammography, Ultrasound, MRI): A Critical Review

Ahmed El-Kholy, Nour Abdelrahman & Karim Hassan

Review | Open access | 20 January 2023 | Article: 67

Predictive Analytics for Emergency Department Crowding and Patient Flow Optimization: A Systematic Review of Machine Learning Models, Input Features, and Operational Outcomes

Claire Dupont & Julien Martin

Review | Open access | 20 January 2023 | Article: 68

TERTIAN: Clinical Endpoint Prediction in ICU via Time-Aware Transformer-Based Hierarchical Attention Network

Sanjay Kulkarni, Meenal Joshi, Rohan Patil & Aniket Deshmukh

Original Research | Open access | 20 January 2023 | Article: 69

A Systems-Level Architecture for AI-Enabled Hospital Readmission Risk Governance

Stefan Braun, Anna Schmid & Lucas Meyer

Original Research | Open access | 20 July 2022 | Article: 4

An Operational Analytics Scaffold for AI-Integrated Inpatient Flow Management

Carlos Vega & Maria Hernandez

Original Research | Open access | 20 July 2022 | Article: 5

Artificial Intelligence in Healthcare Systems: Evolution of Clinical Analytics Architectures and Governance Structures

Meera Pillai, Arjun Nair, Aniket Deshmukh, Neha Sharma & Ravi Kumar

Review | Open access | 20 July 2022 | Article: 1

Self-Supervised Contrastive Learning for Arrhythmia Classification from Wearable ECG: A Framework for Reducing Labeled Data Requirements

Ahmed Mansour & Omar Saeed

Original Research | Open access | 20 July 2022 | Article: 60

Graph Neural Networks for Drug-Drug Interaction Prediction in Polypharmacy Patients: A Conceptual Framework Using Prescription Sequences and Molecular Structures

Daniel Fischer, Laura Meier, Thomas Braun, Stefan Koch & Felix Roth

Original Research | Open access | 20 July 2022 | Article: 61

Uncertainty Quantification for Postoperative Delirium Prediction: A Position Paper on Why Bayesian Deep Learning Matters for Elderly Surgical Patients

Nguyen Thanh Huy, Pham Quang Minh & Le Thi Bich

Original Research | Open access | 20 July 2022 | Article: 62

From LSTM to Transformers: A Perspective on Evolving Deep Learning Architectures for Acute Ischemic Stroke Prediction

Fatima Zahra Amrani & Youssef Benali

Original Research | Open access | 20 July 2022 | Article: 63

A Clinical Decision Support Orchestration Model for Neural-Enabled Hospital Risk Management

Amelia Carter, Daniel Brooks, Ethan Moore & Olivia Grant

Original Research | Open access | 20 January 2022 | Article: 1

A Conceptual Early Warning Intelligence Framework for Sepsis-Aware ICU Monitoring Systems

Wei Chen, Li Zhang & Rui Zhao

Original Research | Open access | 20 January 2022 | Article: 2

A Natural Language–Driven Clinical Risk Intelligence Layer for EHR Ecosystems

Rina Okabe, Hiroshi Tanaka, Yuki Sato, Kenji Mori & Takashi Ito

Original Research | Open access | 20 January 2022 | Article: 3

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