International Conference on Biomedical and Health Informatics 2022 : Proceedings of ICBHI 2022, November 24-26, 2022, Concepción, Chile

• Autore: Pino Esteban
• Pubblicazione: Cham : , : Springer International Publishing AG, , 2024; ©2024
• Edizione: 1st ed.
• Descrizione fisica: 1 online resource (321 pages)
• Altri autori: MagjarevićRatko de CarvalhoPaulo
• Nota di contenuto: Intro -- Preface -- Organization -- Contents -- Artificial Intelligence and Precision Medicine -- Data-Driven Model for Long-Term Prediction of Blood Glucose in Type 2 Diabetes -- 1 Introduction -- 2 Materials and Methods -- 2.1 Dataset -- 2.2 Methods -- 2.3 Evaluation Metrics -- 3 Results -- 3.1 Analytical Evaluation -- 3.2 Clinical Evaluation -- 3.3 Discussion -- 4 Conclusion -- References -- Semantic of Automatically Generated Interval-Valued Memberships Functions in Brain Magnetic Resonance Images -- 1 Introduction -- 2 Proposed Approach -- 3 Results -- 4 Conclusion -- References -- EGFR Mutation Prediction Using F18-FDG PET-CT Based Radiomics Features in Non-small Cell Lung Cancer -- 1 Introduction -- 2 Materials and Methods -- 3 Results -- 4 Conclusion -- References -- Breast Cancer Risk Analysis Using Deep Learning on Multi-omics Data Combined with Epigenetic Factors -- 1 Introduction -- 2 Proposed Model -- 3 Materials and Methods -- 3.1 Data Collection -- 3.2 Data Preprocessing -- 3.3 Feature Selection -- 3.4 Training Using Deep Learning Model -- 3.5 Cross-Validation Using Deep Learning Model -- 3.6 Combined Dataset Analysis Using Deep Learning Model -- 4 Results and Analysis -- 5 Conclusions -- References -- Predicting Depression History from a Short Reward/Aversion Task with Behavioral Economic Features -- 1 Introduction -- 2 Materials and Methods -- 3 Results -- 4 Conclusions -- References -- Machine Learning Algorithm for Epileptic Seizure Prediction from Scalp EEG Records -- 1 Introduction -- 2 Related Work -- 3 Methodology -- 3.1 Data Selection and Pre-processing -- 3.2 Feature Extraction -- 3.3 Classifiers -- 3.4 Performance Evaluation -- 4 Results -- 4.1 Feature Importance Analysis -- 4.2 Performance Metrics -- 5 Discussion -- 6 Conclusion -- References. ; Evaluating the Social Media Users' Mental Health Status During COVID-19 Pandemic Using Deep Learning -- 1 Introduction -- 2 Methods -- 2.1 Dataset Pre-processing -- 2.2 Posts Features -- 3 Results -- 3.1 Linguistic Features -- 3.2 Visual Features -- 4 Discussion -- 5 Conclusion -- References -- A System Detection of Atrial Fibrillation Using One ECG Derivation and Inductive Transfer Learning -- 1 Introduction -- 2 Deep Transfer Learning -- 3 Materials -- 4 Results -- 4.1 Model Performance -- 4.2 Beat Classification Task -- 4.3 PhysioNet Challenges Data -- 5 Discussion -- 5.1 PhysioNet Data and Arrhythmia -- 6 Conclusion -- References -- Interpretability and Explainability of Machine Learning Models: Achievements and Challenges -- 1 Introduction -- 2 Overview -- 3 Challenges -- 4 Conclusions -- References -- Cardiovascular Risk Assessment: An Interpretable Machine Learning Approach -- 1 Introduction -- 2 Methods -- 3 Results -- 4 Conclusions -- References -- Explainability: Actionable Information Extraction -- 1 Introduction -- 2 Background and Related Work -- 2.1 Interpretability Approaches -- 2.2 Interpretability Models -- 2.3 Previous Works on Actionable Information Extraction -- 3 Proposed Approach -- 4 Experimental Setup -- 4.1 Evaluation Metrics -- 4.2 Setup and Models -- 5 Discussion and Challenges -- 6 Conclusions and Future Work -- References -- E-health and Education -- Analysis, Design and Development of Digital Application Prototype for Cognitive Assessment and Training -- 1 Introduction -- 2 Methodology -- 2.1 Cognitive Impairment and Dementia -- 2.2 Traditional Neuropsychological Tests -- 2.3 The State of the Art -- 3 Results -- 3.1 Test Selection and Design -- 3.2 Test Implementation -- 4 Discussion -- 5 Conclusion -- References -- VocES - An Open Database of Child and Youth Vowels in Spanish for Research Purposes -- 1 Introduction. ; 2 Methods and Materials -- 2.1 Method -- 2.2 Participants -- 2.3 Recording Equipment and Setup -- 2.4 Protocol -- 3 Results -- 3.1 Participants -- 3.2 Database Structure -- 3.3 Research Applications -- 4 Conclusions -- References -- REHASTART: Cognitive Tele-Rehabilitation Empowered by Vision Transformers -- 1 Introduction -- 2 Related Work -- 3 The REHASTART Platform -- 4 Performance Evaluation -- 4.1 Experimental Setting and Pre-processing -- 4.2 Results -- 5 Conclusion -- References -- Development of a Dashboard Analytics Platform for Dementia Caregivers to Understand Diagnostic Test Results -- 1 Introduction -- 2 Materials and Methods -- 2.1 Settings and Participants -- 2.2 Procedure -- 3 Results -- 3.1 Focus Group Interview Findings -- 3.2 Digital App Interface Design -- 4 Discussion -- 4.1 Opportunities to Incorporate Caregivers -- 4.2 Digital Technology Solutions -- 4.3 Artificial Intelligence can Help -- 4.4 Limitations -- 5 Conclusion -- References -- Usability of the Peruvian National Death Informatics System SINADEF by Attention Levels -- 1 Introduction -- 2 Methodology -- 2.1 Basis and Needs of SINADEF -- 2.2 Training of the System -- 2.3 Questionnaire for User Interaction Satisfaction -- 3 Results -- 4 Discussion -- 5 Conclusions -- References -- Remote Continuous Monitoring System for Palliative Care Support at Home -- 1 Introduction -- 2 Scope and Limitations -- 3 Methodology -- 3.1 Selection and Preparation of Sensorized Sheet Devices -- 3.2 Use of the Sensorized Sheets and Data Management Platform -- 3.3 Implementation of a Web Platform to Visualize and Manage Patients with Sensorized Sheets -- 3.4 Prototype Pilot Test on Patients -- 3.5 Analysis of Results -- 4 Theoretical Framework -- 4.1 Use of the Device -- 4.2 Palliative Care -- 4.3 Effects of Cancer Treatment -- 5 Development -- 5.1 Laboratory Tests -- 5.2 Web Platform. ; 5.3 Pilot Test -- 6 Results -- 7 Conclusion and Future Work -- References -- HL7 FHIR Platform, Scalable, Reliable and Comprehensive of Clinical Databases Analyzed with Machine Learning for ICU Public Healthcare Center -- 1 Introduction -- 2 Methodology -- 2.1 Literature Selection -- 2.2 Application of the Principles of Artificial Intelligence -- 2.3 The Security and Challenges of Using AI as a Decision Making System -- 3 Results -- References -- Methodology for Structuring MLE Regulations and Its Automatic Review in Medical Accounts -- 1 Introduction -- 2 Theoretical Framework -- 2.1 MLE Regulations and Tariff -- 2.2 Medical Accounts -- 3 Developing -- 3.1 Descriptive Analysis of MLE Regulations and Tariff -- 3.2 Annotation and Classification of Rules MLE Regulations -- 3.3 Selected MLE Subset -- 3.4 MLE Regulation Structuring Proposal -- 3.5 MLE Regulation Update Proposal -- 3.6 Preprocessing MLE Fee and Medical Accounts -- 3.7 Automatic Medical Accounts Review Algorithm -- 3.8 Algorithm Evaluation -- 4 Conclusions and Future Work -- References -- Chatbot for Palliative Care Caregiver (GES 4) -- 1 Introduction -- 2 Theoretical Framework -- 2.1 Explicit Health Care Guarantees (by its Spanish acronym GES) -- 2.2 Natural Language Processing -- 3 Software Design and Development -- 3.1 Design -- 3.2 Development -- 4 Results -- 5 Conclusions and Future Work -- References -- Medical Devices and Wearables Technologies -- Portable Electric Impedance Tomography System Development -- 1 Introduction -- 2 System Design -- 2.1 General Architecture -- 2.2 Current Stimulus -- 2.3 Demultiplexers Stage -- 2.4 Voltage Measurements -- 3 Results -- 4 Conclusions -- References -- 24 GHz Radar Heart Rate Variability (HRV) Estimation Using Wavelet Transform -- 1 Introduction -- 2 Method -- 2.1 Respiration Removal -- 2.2 I/Q Demodulation. ; 2.3 Radar Signal Heart Beat Extraction System -- 3 Results -- 3.1 Heart Rate Extractions -- 3.2 ECG and Radar Comparison -- 4 Conclusion -- References -- Comparison of Simulated and Measured Results of Non-contact Capacitive Electrodes for Biomedical Applications -- 1 Introduction -- 2 Methodology -- 2.1 Measurement System Overview -- 2.2 Case Studies -- 3 Results -- 3.1 Case Study 1 -- 3.2 Case Study 2 -- 3.3 Case Study 3 -- 4 Discussion -- 5 Conclusion -- References -- Noise Level Detection Analysis in Biomedical Signals Based on Capacitive Electrodes for Electric Bicycles -- 1 Introduction -- 2 System Description -- 2.1 Central WBS Unit -- 2.2 Capacitive Electrodes -- 3 Methodology -- 4 Results and Discussion -- 4.1 Noise Level Detection Analysis -- 4.2 Evaluation Procedure -- 5 Conclusion -- References -- Sensorized T-Shirt with Fully Integrated Textrodes and Measurement Leads with Textile-Friendly Methods -- 1 Introduction -- 2 Materials -- 3 Methods -- 3.1 Experimental Measurement Setup -- 3.2 Data Analysis and Preprocessing -- 4 Result -- 5 Discussion -- 6 Conclusion -- References -- Considerations on Digital Forensic Analysis of Medical Devices and Equipment -- 1 Introduction -- 2 Background -- 2.1 Digital Forensics Overview -- 3 Discussion and Cases -- 3.1 Medical Equipment -- 3.2 Medical Devices -- 4 Conclusions -- References -- Development of a Methodology for the Implementation of Wearable Electrocardiogram Devices as Part of a Telemedicine System Supported by Medical Assistance for Cardiovascular Diseases -- 1 Introduction -- 2 Methodology -- 2.1 Planning -- 2.2 Validation and Acquisition -- 2.3 Installation and Training -- 2.4 Operating -- 2.5 Support and Maintenance -- 2.6 Disposal -- 3 Results -- 3.1 Training Protocol for PUCP Healht Center Clinician-User -- 3.2 Inventory -- 3.3 Usability Testing -- 3.4 Safety and Quality Tests. ; 3.5 Corrective and Preventive Maintenance.
• Titolo autorizzato: International Conference on Biomedical and Health Informatics 2022
• ISBN: 3-031-59216-6
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910855368603321
• Lo trovi qui: Univ. Federico II
• Serie: IFMBE Proceedings Series