Wireless Mobile Communication and Healthcare: 11th EAI International Conference, MobiHealth 2022, Virtual Event, November 30 – December 2, 2022, ... and Telecommunications Engineering)

Preface
Organization
Contents
Biomedical, and Health Informatics
Deep Learning Glaucoma Detection Models in Retinal Images Capture by Mobile Devices
	1 Introduction
	2 Related Work
		2.1 Convolutional Neural Network
		2.2 Deep Learning for Glaucoma Detection
	3 Materials and Methodologies
		3.1 Public Dataset
		3.2 Private Dataset
		3.3 Image Pre-processing
		3.4 Evaluation Metrics
	4 Results and Discussion
	5 Conclusions
	References
Diabetic Retinopathy Detection Using Convolutional Neural Networks for Mobile Use
	1 Introduction
	2 Related Work
	3 Methods
		3.1 Datasets
		3.2 Pre-processing and Data Augmentation
		3.3 CNN Architectures
		3.4 Evaluation Metrics
	4 Results
	5 Conclusion
	References
Evaluating Rotation Invariant Strategies for Mitosis Detection Through YOLO Algorithms
	1 Introduction
	2 Previous Work
	3 Materials and Methods
		3.1 Initial Dataset
		3.2 Rotation and Flip Augmentation Experiment
		3.3 Object Detection Models
	4 Results
	5 Discussion
	6 Conclusions
	References
Preliminary Study of Deep Learning Algorithms for Metaplasia Detection in Upper Gastrointestinal Endoscopy
	1 Introduction
		1.1 Motivation
		1.2 State-of-the-Art
		1.3 Contributions
	2 Deep Learning Models
	3 Materials and Methods
		3.1 IPO Dataset for IM Detection
		3.2 Data Preparation
		3.3 Training
		3.4 Evaluation
	4 Results
	5 Discussion
	6 Conclusions
	References
Prediction of Ventricular Tachyarrhythmia Using Deep Learning
	1 Introduction
	2 Materials and Methods
		2.1 Dataset
		2.2 Pre-processing
		2.3 Feature Extraction
		2.4 Neural Network
		2.5 Classifier Performance
	3 Results and Discussion
	4 Conclusion and Future Work
	References
Development of a Wrist Rehabilitation Game with Haptic Feedback
	1 Introduction
	2 Game Design
		2.1 Used System
		2.2 Game-Play
		2.3 UI
		2.4 Adjustable Parameters
		2.5 Input and Output
		2.6 Forearm Support Stand
	3 Conclusion and Future Work
	References
Design and Optimization of a Mechanism, Suitable for Finger Rehabilitation
	1 Introduction
	2 Design of Mechanism
		2.1 Anatomy of the Hand
		2.2 Requirements
		2.3 Iterative Design
		2.4 Drive Units
		2.5 Closed-Loop Controlling System
	3 Conclusion
	References
Health Information Systems
Highlighting the Danger of Water Storage Zones in Baixo Tâmega Valley
	1 Introduction
	2 Some Water Storage Zones in the Region
	3 Some Technical Aspects that May Affect Water Accidents
	4 Some Mitigating Measures
	5 Main Conclusions
	References
Measures to Improve Health Performing of an Accommodation Building. A Study Case
	1 Introduction
	2 Traditional Natural Ventilation Solutions
	3 Study Case
	4 Ventilation Solution Applied in the Study Case
		4.1 The Problem
		4.2 The Solution
		4.3 Remote Control Options
		4.4 The Degree of Satisfaction
	5 Main Conclusions
	References
Medical and Healthcare Information Systems in Portugal: Short Literature Review
	1 Introduction
	2 Background of Health Information Systems
	3 Present
		3.1 How to Manage, Store and Transmit Health Data
		3.2 How to Help with Decision Support
		3.3 How to Assist in Long Distance Patient Care
	4 Current Difficulties
		4.1 HIS Doesn’t Have Much Support
		4.2 Information Confidentiality
		4.3 Medical Staff is Afraid to Lose Their Jobs
		4.4 Patients Don’t Trust It
		4.5 Lack of Communications Between Platforms
		4.6 Expensive to Invest
	5 Future - Opportunities and Challenges
	6 Conclusion
	References
Page Inspector - Web Page Analyser
	1 Introduction
	2 Development
		2.1 Requirements Gathering
		2.2 Use Cases
		2.3 Activity Diagram
	3 Results
		3.1 Homepage
		3.2 Spelling Report
		3.3 Accessibility Report
		3.4 Cookies Report
		3.5 Technologies Report
		3.6 Images Report
		3.7 Subdomains Report
		3.8 Google Lighthouse Report
		3.9 Hyperlinks Report
		3.10 Security
	4 Conclusions and Future Work
		4.1 Future Work
	References
Medical, Communications and Networking
Design of a Novel Reconfigurable Wearable Antenna Based on Textile Materials and Snap-on Buttons
	1 Introduction
	2 Antenna Design
	3 Reconfigurable Textile Antenna Performance
		3.1 On-Body Antenna Operation State
		3.2 Off-Body Antenna Operation State
		3.3 Antenna Radiation Safety Performance
	4 Conclusions
	References
Signal/Data Processing and Computing For Health Systems
Myocardial Infarction Prediction Using Deep Learning
	1 Introduction
	2 Materials and Methods
		2.1 Data
		2.2 Feature Extraction
		2.3 Neural Network
		2.4 Classifier Performance
	3 Results and Discussion
	4 Conclusion and Future Work
	References
A Review on the Video Summarization and Glaucoma Detection
	1 Introduction
	2 Materials and Methods
		2.1 Research Questions
		2.2 Inclusion Criteria
		2.3 Search Strategy
	3 Results
		3.1 Video Summarization
		3.2 Glaucoma Detection
	4 Conclusions
	References
A Generalization Study of Automatic Pericardial Segmentation in Computed Tomography Images
	1 Introduction
	2 Methods
		2.1 Datasets
		2.2 Image Registration
		2.3 Pericardial Segmentation
	3 Results and Discussion
		3.1 Image Registration
		3.2 Pericardial Segmentation
		3.3 Limitations and Future Work
	4 Conclusions
	References
A Platform Architecture for m-Health Internet of Things Applications
	1 Introduction
	2 Internet of m-Health Things
		2.1 Mobile Health (m-Health)
		2.2 Internet of m-Health Things Platform
	3 Internet of m-Health Things Platform (IoT-mP) Architecture
		3.1 Platform Functional Architecture and Components
		3.2 Interfaces
	4 Implementation and Results
		4.1 Implementation
		4.2 Tests and Results
	5 Conclusions
	References
A Review on Deep Learning-Based Automatic Lipreading
	1 Introduction
	2 Materials and Methods
		2.1 Research Questions
		2.2 Inclusion Criteria
		2.3 Search Strategy
	3 Results
	4 Conclusions
	References
An Analysis of Usage and Reporting Patterns in a Mobile Health Application
	1 Introduction
	2 State of the Art
	3 Use Case: Emotions Tracking for Mental Health Support in Youngsters
		3.1 Context and System Architecture Overview
		3.2 User App and Adherence Mechanism
		3.3 User Study
	4 Data Analysis
		4.1 Analyzing App Usage Patterns: Are There Different Types of User Profiles?
		4.2 In What Context Do Youngsters Use the Application?
		4.3 Are Notifications an Effective Mechanism to Encourage Application Adherence?
		4.4 Determining Behaviour Types on Application Usage
	5 Conclusions
	References
Artificial Intelligence Based Procedural Content Generation in Serious Games for Health: The Case of Childhood Obesity
	1 Introduction
	2 Materials and Methods
		2.1 The ENDORSE Platform
		2.2 Genetic Algorithm
		2.3 Validation Framework
	3 Results
	4 Discussion
	5 Conclusion
	References
Building Digital Health Systems to Support Treatment Administration: A Preliminary Case Study
	1 Introduction
	2 Understanding Adherence in mHealth
	3 Adherence Concept Model to Build a Patient-Oriented App
	4 Preliminary Use Case: A DHS for Kidney Disease Patients
		4.1 Design Stage
		4.2 Toward Validation: Some Early Usage Data
	5 Conclusions
	References
eSleepApnea - A Tool to Aid the Detection of Sleep Apnea
	1 Introduction
	2 Sleep Apnea
	3 Proposal Solution
		3.1 Microwave Sensor and Arduino
		3.2 Background Tasks
		3.3 Mobile Application
	4 Conclusion
		4.1 Future Work
	References
Exploring a Modular Approach for Deploying and Testing Cardiac Image Processing and Analysis Methods in the Clinical Workflow
	1 Introduction
	2 Background
		2.1 Clinical Context
		2.2 Tools for Medical Image Processing and Visualization
	3 Conceptual Vision and Requirements
		3.1 Requirements
	4 Design and Development
		4.1 Selection of Image Viewer Core Framework
		4.2 OHIF Architecture
		4.3 Overall System Architecture
		4.4 Proof-of-Concept Instantiation
	5 Conclusions
	References
Getting Contact to Elderly Associates Through the ICT: An Exploratory Study
	1 Introduction
	2 Methods and Data Source
	3 Main Statistical Findings and Results
		3.1 Cellphone Usage
		3.2 Smartphone Usage
		3.3 Computer Usage (Fixed/Laptop Computer)
		3.4 Internet Usage
		3.5 Technology Profile
	4 Discussion and Conclusion
	References
.28em plus .1em minus .1emHarnessing the Role of Speech Interaction in Smart Environments Towards Improved Adaptability and Health Monitoring
	1 Introduction
	2 Speech Communication and Interaction
		2.1 Intrinsic Properties and Applications of Speech
		2.2 Supporting Speech Interaction
		2.3 Discussion
	3 Towards Enhancing Speech's Role in Smart Environments
		3.1 Illustrative Scenarios
		3.2 Overall Requirements
	4 Development
		4.1 Proposed Architecture
		4.2 Data Management
		4.3 Speech Processors
		4.4 Speech Analyzers
		4.5 Assistant and User Context
		4.6 Visualization Dashboard
	5 Conclusions and Future Work
	References
Integrated Design Method and Usability Outcomes of a Mobile Application for Psychological Well-Being During Pregnancy
	1 Introduction
	2 Perinatal Depression - Baby Blues
	3 The Bluebelly System
		3.1 Project Research
		3.2 Mockup and Prototype
		3.3 Focus Groups
		3.4 User Tests
	4 Results
	5 Discussion
	6 Conclusion
	References
Investigating the Perception of the Elderly Population About Comfort, Safety and Security When Using Active Modes of Transport*-4pt
	1 Introduction
	2 Literature Review
	3 Methodology
	4 Data
	5 Results and Discussion
		5.1 Descriptive Statistics
		5.2 Wilcoxon Rank Sum Test for Independent Samples
		5.3 Random Forest
	6 Conclusion and Future Work
	References
Machine Learning for Drug Efficiency Prediction
	1 Introduction
	2 Related Work
	3 Classification Approach
		3.1 Theoretical Study
		3.2 Practical Study
	4 Conclusion and Future Work
	References
Remote Secured Monitoring Application for Respiratory Ventilator Implementations
	1 Introduction
	2 Health Applications in the Internet of the Things
		2.1 Design a Mobile Secured Respiratory Monitoring Architecture
	3 Remote Respiratory Ventilator Application
		3.1 Securing the Monitoring Application
		3.2 Integration with an IoT Mediator
	4 Conclusions and Future Works
	References
Understanding User Trust in Different Recommenders and Smartphone Applications
	1 Introduction
		1.1 Motivation
		1.2 Related Work
		1.3 Contribution
	2 Approach
		2.1 Human Study Data Collection
		2.2 Methods
	3 Analysis
		3.1 Factors Affecting User-Trust in Health Apps
		3.2 Factors Affecting User-Trust in Payment Apps
	4 Conclusions
	5 Limitations and Future Work
	References
Using Wearable Devices to Mitigate Bias in Patient Reported Outcomes for Aging Populations
	1 Introduction
	2 Related Work
	3 Methodology
		3.1 Wearable Device Monitoring
		3.2 Patient Reported Outcomes
		3.3 Feature Normalization
		3.4 Statistical Analysis
	4 Results
	5 Discussion
		5.1 Limitations and Future Work
	6 Conclusions
	References
Author Index