Design of an Edge-based Portable EHR System for Anemia Screening in Remote Health Applications

arXiv:2507.15146 · cs.ET, cs.AI, cs.CV, cs.CY, cs.LG, cs.SE · Submitted 2025-07-20 · Read on arXiv

cs.ET, cs.AI, cs.CV, cs.CY, cs.LG, cs.SE

Submitted: 2025-07-20

Updated: 2025-07-20

Comments: Accepted at IEEE Global Humanitarian Technology Conference 2025

DOI: 10.3390/app16104924

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Robustness — 6× in this paper · explained in 5 episodes
• Accuracy — 5× in this paper · explained in 1 episode
• Quantization — 5× in this paper · explained in 12 episodes
• Edge AI — 3× in this paper · explained in 2 episodes
• Edge Devices — 3× in this paper · explained in 2 episodes
• Modularity — 3× in this paper · explained in 9 episodes
• Accountability — 2× in this paper · explained in 2 episodes
• Artificial Intelligence — 2× in this paper
• Benchmark — 2× in this paper · explained in 2 episodes
• Core — 2× in this paper · explained in 2 episodes
• Interpretability — 2× in this paper · explained in 15 episodes
• Support Vector Regression — 2× in this paper
• Support Vector Regression (SVR) — 2× in this paper · explained in 2 episodes
• Active Inference — 1× in this paper · explained in 1 episode
• Adaptability — 1× in this paper · explained in 1 episode
• Artificial Intelligence (AI) — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Clustering — 1× in this paper · explained in 2 episodes
• Decoupling — 1× in this paper · explained in 2 episodes
• Edge Deployment — 1× in this paper · explained in 2 episodes
• Energy Efficiency — 1× in this paper · explained in 3 episodes
• Explainability — 1× in this paper · explained in 3 episodes
• Generalizability — 1× in this paper · explained in 6 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Kernel Density Estimation — 1× in this paper
• Loss Function — 1× in this paper · explained in 2 episodes
• Modular Architecture — 1× in this paper · explained in 4 episodes
• Role-Based Access Control — 1× in this paper
• Verification — 1× in this paper · explained in 2 episodes

Sources

• Edge Computing For Smart Health: Context-aware Approaches, Opportunities, and Challenges
• I-Health: Leveraging Edge Computing and Blockchain for Epidemic Management
• BEdgeHealth: A Decentralized Architecture for Edge-based IoMT Networks Using Blockchain
• MedAide: Leveraging Large Language Models for On-Premise Medical Assistance on Edge Devices
• A Survey of Quantization Methods for Efficient Neural Network Inference

Related papers

• Quantum Approximate Multi-Objective Optimization in Routing Problems
• An RRAM-based Hardware Implementation of a Radial Basis Function Neuron for Edge Classifiers
• Embodied Neurocomputation: A Framework for Interfacing Biological Neural Cultures with Scaled Task-Driven Validation
• Improving Feasibility in Quantum Approximate Optimization Algorithm for Vehicle Routing via Constraint-Aware Initialization and Hybrid XY-X Mixing
• Thermalizing Stochastic Programs
• Streamlined optical training of large-scale modern deep learning architectures with direct feedback alignment