AI-assisted Solutions for COVID-19 and Biomedical Applications in Smart Cities: Third EAI International Conference, AISCOVID-19 2022, Braga, Portugal, ... and Telecommunications Engineering, 485)

This book constitutes the refereed post-conference proceedings of the Third International Conference on AI-assisted Solutions for COVID-19 and Biometrical Applications in Smart Cities, AISCOVID-19 2022, held in November 2022 in Braga, Portugal. The 8 full papers of AISCOVID-19 2022 were carefully selected from 21 submissions and present a comprehensive and up-to-date look at the intersection of COVID-19, big data, machine learning, deep learning, and healthcare. The theme of AISCOVID-19 2022 was Healthcare effective and efficient Solutions for COVID-19 that can be achieved using Artificial Intelligence and Computer-Assisted paradigms. Preface Organization Contents COVID-19 Global Impact Not Necessarily Relaxed: How Work Interruptions Affect Users' Perception of Stress in Remote Work Situations 1 Introduction 1.1 Current Situation 1.2 Related Work 1.3 Research Objective 2 Methodology 2.1 Laboratory Experiment and Eye-Tracking 2.2 Qualitative Interviews 2.3 Evaluation of Data 3 Results and Discussion 3.1 Hypothesis and Justifications 3.2 Further Findings, Coping Strategies and Recommendations 4 Limitations 4.1 Limitations of the Work Situation 4.2 Limitations Regarding the Experiment 4.3 Limitations Regarding Comparability with the TSST 5 Conclusion References COVID-19 Cases and Their Impact on Global Air Traffic 1 Introduction and Motivation 2 Related Work 2.1 Impact of Coronavirus (COVID-19) Pandemic on Air Transport Mobility, Energy, and Environment: A Case Study ch21 2.2 Estimating and Projecting Air Passenger Traffic During the COVID-19 Coronavirus Outbreak and Its Socio-Economic Impact ch22 2.3 Global Impact of COVID-19 Pandemic on Road Traffic Collisions ch23 3 Materials and Methods 3.1 Data Sources 3.2 Data Transformation Layer 3.3 Data Visualization Layer 4 Results 5 Conclusions and Future Work References The Impact of Contingency Measures on the COVID-19 Reproduction Rate 1 Introduction 2 Background 3 Materials and Methods 3.1 Big Data Architecture 4 Results 5 Conclusions and Future Work References AI Applied to COVID-19 Business Intelligence Platform for COVID-19 Monitoring: A Case Study 1 Introduction 2 Background 3 Methodology 4 Business Analytics Platform 4.1 Project Planning 4.2 Business Requirements 4.3 Technological Architecture 4.4 Dimensional Modelling 4.5 Data ETL Design 4.6 Analytical Application Development 4.7 Implementation and Growth 5 Conclusion and Future Work References First Clustering Analysis of COVID in Portugal 1 Introduction 2 Background 2.1 COVID-19 2.2 Portuguese Reality of COVID-19 2.3 Project ioCOVID19 2.4 Data Mining 2.5 Clustering 2.6 Similar Works 3 Materials and Methods 3.1 Design Science Research 3.2 CRISP-DM 3.3 DSR and CRISP-DM 3.4 Tools 4 Case Study 4.1 Business Understanding 4.2 Data Understanding 4.3 Data Preparation 5 Modeling 6 Results 7 Discussion 8 Conclusion References Multichannel Services for Patient Home-Based Care During COVID-19 1 Introduction 2 Background 2.1 Agency for Integration, Diffusion and Archive of Medical Information (AIDA) 3 Materials 4 Multichannel Services Implemented During COVID-19 4.1 COVID-19 Workflow 4.2 Multichannel Model Implemented 4.3 CHUP Monit 4.4 Telephone Contact 4.5 Aida Contingency 5 Results 6 Discussion 7 Conclusions References Machine Learning In Healthcare Steps Towards Intelligent Diabetic Foot Ulcer Follow-Up Based on Deep Learning 1 Introduction and Contextualization 2 Background 2.1 Diabetes and Wound Classification 2.2 Clinical Decision Support Systems 2.3 Deep Learning 2.4 Convolutional Neural Networks 3 State of the Art 4 Results 4.1 Proposed Architecture 5 Discussion 6 Conclusions References Recommendation of Medical Exams to Support Clinical Diagnosis Based on Patient's Symptoms 1 Introduction 2 Related Work 3 Methodology 3.1 Business Understanding 3.2 Data Understanding 3.3 Data Preparation 3.4 Modeling 3.5 Evaluation 4 Results and Discussion 5 Conclusion References Author Index