
Challenges of Trustable AI and Added-Value on Health
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This book presents the proceedings of the 32nd Medical Informatics Europe Conference (MIE2022), organized by the European Federation for Medical Informatics (EFMI) and held from 27 - 30 May 2022 in Nice, France. The theme of the conference was Challenges of Trustable AI and Added-Value on Health. Over 400 submissions were received from 43 countries, and were reviewed in a thorough process by at least three reviewers before being assessed by an SPC co-chair, with papers requiring major revision undergoing further review. Included here are 147 full papers (acceptance rate 54%), 23 short papers and 79 posters from the conference. Topics covered include the usual sub-domains of biomedical informatics: decision support and clinical information systems; clinical research informatics; knowledge management and representation; consumer health informatics; natural language processing; public health informatics; and privacy, ethical and societal aspects, but also innovative approaches to the collection, such as organization and analysis of data and knowledge related to health and wellbeing, as well as theoretical and applied contributions to AI methods and algorithms.
Providing an overview of the latest developments in medical informatics, the book will be of interest to all those involved in the development and provision of healthcare today.
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Content
- Intro
- Title Page
- Preface
- About the Conference
- Contents
- Section I. Challenges of Trustable AI and Added-Value on Health
- Applying Machine Learning to Arsenic Species and Metallomics Profiles of Toenails to Evaluate Associations of Environmental Arsenic with Incident Cancer Cases
- User Satisfaction with an AI System for Chest X-Ray Analysis Implemented in a Hospital's Emergency Setting
- Scaling AI Projects for Radiology - Causes and Consequences
- ECG Classification Using Combination of Linear and Non-Linear Features with Neural Network
- Dataset Comparison Tool: Utility and Privacy
- AP-HP Health Data Space (AHDS) to the Test of the Covid-19 Pandemic
- MISeval: A Metric Library for Medical Image Segmentation Evaluation
- When Context Matters for Credible Measurement of Drug-Drug Interactions Based on Real-World Data
- A Lightweight and Interpretable Model to Classify Bundle Branch Blocks from ECG Signals
- Analysis of Stroke Assistance in Covid-19 Pandemic by Process Mining Techniques
- Automated Diagnosis of Autism Spectrum Disorder Condition Using Shape Based Features Extracted from Brainstem
- Using Explainable Supervised Machine Learning to Predict Burnout in Healthcare Professionals
- An Image Based Object Recognition System for Wound Detection and Classification of Diabetic Foot and Venous Leg Ulcers
- Attitudes and Acceptance Towards Artificial Intelligence in Medical Care
- Can Artificial Intelligence Enable the Transition to Electric Ambulances?
- Using Machine Learning and Deep Learning Methods to Predict the Complexity of Breast Cancer Cases
- Accelerating High-Dimensional Temporal Modelling Using Graphics Processing Units for Pharmacovigilance Signal Detection on Real-Life Data
- Analysis of Saturation in the Emergency Department: A Data-Driven Queuing Model Using Machine Learning
- Pretrained Neural Networks Accurately Identify Cancer Recurrence in Medical Record
- Characterization of Type 2 Diabetes Using Counterfactuals and Explainable AI
- Utilizing a Non-Motor Symptoms Questionnaire and Machine Learning to Differentiate Movement Disorders
- Supporting AI-Explainability by Analyzing Feature Subsets in a Machine Learning Model
- Machine Learning in Medicine: To Explain, or Not to Explain, That Is the Question
- Phenotyping of Heart Failure with Preserved Ejection Faction Using Health Electronic Records and Echocardiography
- Towards a Generic Description Schema for Clinical Decision Support Systems
- Applying Artificial Intelligence Privacy Technology in the Healthcare Domain
- Explainable Artificial Intelligence in Ambulatory Digital Dementia Screenings
- Behavioral Segmentation for Enhanced Peer-to-Peer Patient Education
- A Confidence Interval-Based Method for Classifier Re-Calibration
- Physiotherapists' Views on the Software Monitoring Application of a Wearable Assistive Glove
- Meaningful Activity Replacement Recommendations in Dementia
- Instruments Segmentation in X-ray Fluoroscopic Images for Endoscopic Retrograde Cholangio Pancreatography
- Implementing a Microservices Architecture for Predicting the Opinion of Twitter Users on COVID Vaccines
- Robust Random Forest-Based All-Relevant Feature Ranks for Trustworthy AI
- Prediction of Acute Kidney Injury in the Intensive Care Unit: Preliminary Findings in a European Open Access Database
- Generation and Evaluation of Synthetic Data in a University Hospital Setting
- Conversational Agent to Address COVID-19 Infodemic: A Design-Based Research Approach
- Prediction of Hospitalization Using Machine Learning for Emergency Department Patients
- Learning Bayesian Networks for the Prediction of Unfavorable Health Events in Nursing Homes
- Extraction of Tumor Response Criteria in Semi-Structured Imaging Report
- Reliability of Drug-Drug Interaction Measurement on Real-Word Data: The ReMIAMes Project
- Nursing Documentation and Activities when Using a Clinical Decision Support System for Sepsis and Clinical Deterioration Management
- Tracking Temporal Clusters from Patient Networks
- Section II. Health Information Systems
- Lack of Human Resources Leads to Breaches in Information Management Processes
- Making EHRs Trustable: A Quality Analysis of EHR-Derived Datasets for COVID-19 Research
- Usability Assessment of Conversational Agents in Healthcare: A Literature Review
- Metadata Definition in Registries: What Is a Data Element?
- Automatic Objective Severity Grading of Peripheral Facial Palsy Using 3D Radial Curves Extracted from Point Clouds
- Linking EMR Data to REDCap: Implementation in the SOLKID Register
- Evaluation of a Personal Digital Assistant Device Implementation for Barcode Medication Administration with Nurses Using a Likert Questionnaire
- Federated Learning in Healthcare: A Privacy Preserving Approach
- Introducing Lightweight IT - A Way to Build Flexibility for Healthcare Organizations?
- Suitability of Reusing Pre-Doctoral Student Activity Data from an Educational Information System for Quality Measures of Caries Risk
- Establishing a Data Quality Baseline in the AKTIN Emergency Department Data Registry - A Secondary Use Perspective
- Designing for Human Well-Being: A Case Study with Informal Caregivers of Individuals with Cancer
- Multi-Dimensional Laboratory Test Score as a Proxy for Health
- Deviation of Physiological from Chronological Age Is Associated with Health
- Design Considerations for the Use of Patient-Generated Health Data in the Electronic Medical Records
- Impact of Electronic Medical Records Systems in Reporting HIV Health Data Indicators in Kenya
- Collecting Data from a Mobile App and a Smartwatch Supports Treatment of Schizophrenia and Bipolar Disorder
- Data Ingestion for AI in Prostate Cancer
- Automated Coding in Case Mix Databases of Bacterial Infections Based on Antimicrobial Susceptibility Test Results
- Artificial Intelligence in Kidney Transplantation: A Scoping Review
- Use of e-Health in Norwegian FACT Teams: A User Perspective
- Determination of Cut Off for Endometrial Thickness in Couples with Unexplained Infertility: Trustable AI
- Evaluating Unintended Consequences in Health Information Systems
- Electronic Phenotyping to Identify Patients with Arrythmia Disease from a Hospital Information System
- Utilizing Intensive Care Alarms for Machine Learning
- Modeling the Information Transparency of Health Service Privacy Policies
- Blockchain and IoT Technology in Healthcare: A Review
- Intra-Query Parallelism for a Scalable and Responsive Web-Based Digital Pathology Viewer
- SOIN - MI Data Lab: Personalized Ophthalmology Through Collaborative Data Collection and Dynamic Patient Consent
- Microservices-Based Architecture to Support the Adaptive RECORDS-Trial
- Section III. Knowledge and Information Representation and Modeling
- Building an i2b2-Based Population Repository for COVID-19 Research
- Usability of OMOP Common Data Model for Detailed Lab Microbiology Results
- Mapping Korean National Health Insurance Pharmaceutical Claim Codes to SNOMED CT
- OntoBioStat: Supporting Causal Diagram Design and Analysis
- Mapping of ICD-O Tuples to OncoTree Codes Using SNOMED CT Post-Coordination
- Indexing Imaging Reports for Data Sharing: A Study of Mapping Using RadLex Playbook and LOINC
- Deep SNOMED CT Enabled Large Clinical Database About COVID-19
- Evaluating the Relevance of Virtual Drugs
- Preprocessing to Address Bias in Healthcare Data
- Data Element Mapping in the Data Privacy Era
- Temporal Medical Knowledge Representation Using Ontologies
- Applying Goal-Oriented Modelling for Machine Learning Based Rehabilitation Care
- Pattern-Based Logical Definitions of Prenatal Disorders Grounded on Dispositions
- Using Big Data to Identify Impact of Asthma on Mortality in Patients with COVID-19
- Proposal of Semantic Annotation for German Metadata Using Bidirectional Recurrent Neural Networks
- TerminoDiff - Detecting Semantic Differences in HL7 FHIR CodeSystems
- FAIRifying a Quality Registry Using OMOP CDM: Challenges and Solutions
- An Ontology and Data Converter from RDF to the i2b2 Data Model
- Aggregations of Substance in Virtual Drug Models Based on ISO/CEN Standards for Identification of Medicinal Products (IDMP)
- Non-Fungible Tokens as a Mechanism for Representing Patient Consent
- A Conceptual Framework for Representing Events Under Public Health Surveillance
- Data-Driven Modeling of Randomized Controlled Trial Outcomes
- Thyroid Ultrasound-Image Dataset
- WikiMeSH: Multi Lingual MeSH Translations via Wikipedia
- Evaluation and Challenges of Medical Procedure Data Harmonization to SNOMED-CT for Observational Research
- An Ontology for Cardiothoracic Surgical Education and Clinical Data Analytics
- Large-File Raw Data Synchronization for openBIS Research Repositories
- Causal Associations Among Diseases and Imaging Findings in Radiology Reports
- Beyond the Brain: MIDS Extends BIDS to Multiple Modalities and Anatomical Regions
- The Common Provenance Model: Capturing Distributed Provenance in Life Sciences Processes
- Implementation of Gene Expression Profiles in the HL7 FHIR Standard
- REDIRECT: Mapping Drug Prescriptions and Evidence from Biomedical Literature
- Ontology-Driven Data Cleaning Towards Lossless Data Compression
- Section IV. Decision Support Systems and Patient Records
- Towards a Clinical Decision Support System for Helping Medical Students in Emergency Call Centers
- An Interactive Interface for Displaying Recommendations on Emergency Phone Triage in Pediatrics
- Optimization of Performance by Combining Most Sensitive and Specific Models in Data Science Results in Majority Voting Ensemble
- Implementation of a Clinical Trial Recruitment Support System Based on Fast Healthcare Interoperability Resources (FHIR) in a Cardiology Department
- Out-of-Hospital Cardiac Arrest Detection by Machine Learning Based on the Phonetic Characteristics of the Caller's Voice
- An Adverse Drug Reaction Database for Clinical Use - Potential of and Difficulties with the Summary of Product Characteristics
- Support-Vector Machine-Based Classifier of Cross-Correlated Phoneme Segments for Speech Sound Disorder Screening
- Speak-PIM, Towards a Framework for the Automatic Detection of Potentially Inappropriate Prescriptions
- CDS-Compare: A Web Application for Machine Learning Assisted Curation of Clinical Order Sets
- The Prediction of Functional Outcome After Microsurgical Treatment of Unruptured Intracranial Aneurysm Based on Machine Learning
- Clinical Decision Support System for PIM in Elderly Patients: Implementation and Initial Evaluation in Ambulatory Care
- Towards the Improvement of Clinical Guidelines Based on Real World Data
- Constructive Fuzzy Cognitive Map for Depression Severity Estimation
- A Federated and Distributed Data Management Infrastructure to Enable Public Health Surveillance from Intensive Care Unit Data
- Minor and Parental Access to Electronic Health Records: Differences Across Four Countries
- National Integration Components Challenge the Epic Implementation in Central Norway
- Implementation of a Data Warehouse in Primary Care: First Analyses with Elderly Patients
- Patients' Access to Their Psychiatric Records - A Comparison of Four Countries
- Human Factors of EHR Adoption in Saudi Primary Healthcare
- Assessment of Health Service Quality Through Electronic Health Record - A Scoping Review
- Patient Data Sharing and Reduction of Overtime Work of Nurses by Innovation of Nursing Records Using Structured Clinical Knowledge
- Healthcare Professionals' Experiences of the Work Environment After Patients' Access to Their Electronic Health Records - A Qualitative Study in Primary Care
- Are Personal Health Records (PHRs) Facilitating Patient Safety? A Scoping Review
- Goupile: A New Paradigm for the Development and Implementation of Clinical Report Forms
- Exploring the Digital Divide as a Barrier to Use of a Personal Health Record in the Elderly
- Data Analytics of Electronic Medical Record to Study Racial Diversities in Cardiovascular Diagnosis and Treatment
- Local Explanation-Based Method for Healthcare Risk Stratification
- A Wide Database for a Multicenter Study on Pneumocystis jirovecii Pneumonia in Intensive Care Units
- MIMIC-IV as a Clinical Data Schema
- Extending the Austrian National EHR System with Patient-Reported Outcome Data
- Building a Comprehensive Clinical Data Repository Using FHIR, LOINC and SNOMED
- A Deep Learning Method for Automatic Identification of Drusen and Macular Hole from Optical Coherence Tomography
- The Use of Machine Learning Techniques to Predict Diabetes in Patients with Cystic Fibrosis
- Wake-up Stroke Outcome Prediction by Interpretable Decision Tree Model
- How Does Triage by an Electronic Symptom Checker Match with Triage by a Nurse?
- Using Explainable Artificial Intelligence Models (ML) to Predict Suspected Diagnoses as Clinical Decision Support
- The Prediction of Fall Circumstances Among Patients in Clinical Care - A Retrospective Observational Study
- A Log Analysis Exploring the Predictors of Electronic Health Record Access by Clinicians for Consumers Aged ?65 Who Present to the Emergency Department
- DeepUnity Capture: An Application for Digital Photo Documentation
- Influenza Screening Using Patient-Generated Health Data in Post COVID-19 Pandemic
- Design of a Patient-Accessible Electronic Health Record System in Mental Health
- Discovery of Biomedical Databases Through Semantic Questioning
- Section V. Citizen Health, Public Health and Epidemiology Informatics
- Over 89% Adoption Rate of the Nationwide Online Patient Portal in Finland
- Understanding Public Priorities and Perceptions of the Use of Linked Healthcare Data in South East England
- Why Do People Use Online Lab Results and What Do They Look For: A Qualitative Study
- The Rising Importance of e-Health in Norway
- Disparities in Regional Publication Trends on the Topic of Artificial Intelligence in Biomedical Science Over the Last Five Years: A Bibliometric Analysis
- Design for a Virtual Peer-to-Peer Knowledge to Action Platform for Type 2 Diabetes
- Supporting Digital Inclusion and Web Accessibility for People with Cognitive Disabilities
- iCompanion: A Serious Games App for the Management of Frailty
- Classification of Digital Mental Health Interventions: A Rapid Review and Framework Proposal
- Impact of the Text Simplification on Understanding
- An Agile Approach to Accelerate Development and Adoption of Electronic Product Information Standards
- Gamification and Coaching in Remote Monitoring and Care Platforms
- Implementing SNOMED CT in Open Software Solutions to Enhance the Findability of COVID-19 Questionnaires
- Dynamic Prediction of Non-Neutral SARS-Cov-2 Variants Using Incremental Machine Learning
- Atlantes: Automated Health Related & COVID-19 Data Management for Use in Predictive Models
- Discovery of COVID-19 Symptomatic Experience Reported by Twitter Users
- Global Good Open Source Software Development in Response to the COVID-19 Pandemic - Perspectives from SORMAS Implementation in Europe
- The COVID-19 Data Exchange Platform of the German University Medicine
- Preliminary Validation of a Rule-Based System for Mortality Coding Using ICD-11
- The Impact of Hospital Accessibility on Interregional Patient Mobility in Italy
- Identifying Homogeneous Patient Clusters in Swiss University Hospital Through Latent Class Analysis
- Using FHIR to Support COVID-19 Vaccine Safety Electronic Case Reports in America
- The Tiel Shift Towards Person Centered Care
- Covid-19 Positivity Differences Among Patients of a Rural, Southern US State Hospital System Based on Population Density, Rural-Urban Classification, and Area Deprivation Index
- Improving Shared Decision-Making Using Cognitive Effort-Optimization
- Automated Twitter Extraction and Visual Analytics with Dashboards: Development and First Experimentations
- Development Towards Patient-Centered eHealth Services in Finland
- Healthcare Insights: Evaluating the Access to the Italian Healthcare System
- CovidGraph: Integrating COVID-19 Data
- ILEG - A Case of Recording Patient Journeys
- Identifying Determinants of Disparities in Lung Cancer Survival Rates from Electronic Health Record Data
- Perception of the Communication Campaign for @choum a Symptom Reporting App: Insights from Semi Structured Interviews
- Symptom-Based COVID19 Screening Model Combined with Surveillance Information
- CyberPharmacovigilance of Covid-19: Social Media Data Analytics
- Section VI. Human Factors Organizational Issues
- Societal Aspects and Education in Healthcare
- Personal Health Records an Approach to Answer: What Works for Whom in What Circumstances?
- Patient Values Associated with an Exergame Supporting COPD Treatment
- Experiences Using Patient and Public Involvement in Digital Health Research for Multiple Sclerosis
- Mindful Workarounds in Bar Code Medication Administration
- How Does Mental Workload Influence the Adoption of Clinical Information Systems: An Exploratory Study
- Health Care Professionals' Perspectives on the Uses of Patient-Generated Health Data
- Towards a Computational Approach for the Assessment of Compliance of ALCOA+ Principles in Pharma Industry
- Are People Ready to Report Digital Health Ethical Issues in Order to Contribute to Their Resolution?
- Using Robots in Medical Informatics Education
- ECHO: An Information System for the Monitoring and Evaluation of Dental Student Activity in a Pre-Doctoral Clinic
- Using Simulations to Train Medical Students for Unanticipated Technology Failures in Telemedicine
- Software Architecture for Automated Assessment of Prescription Writing
- "ai4health" - Development and Conception of a Learning Programme in Higher and Continuing Education on the Fundamentals, Applications and Perspectives of AI in Healthcare
- SNIK Quiz: A Multiple Choice Game About Information Management in Hospitals
- Discovering Rules from a National Exam Repository: A Use Case for Data Analysis from Iranian Medical Schools Entry Exam
- Potential Uses of Assistive Robotic Systems in Acute Inpatient Care
- AI Diagnostic Technologies and the Gap in Colorectal Cancer Screening Participation
- Artificial Intelligence Competencies in Postgraduate Medical Training in Germany
- Online Usability Tool - First Experiences from Testing a Ventilator Interface
- Assessment of the Body Posture of Interventional Radiologists
- Diverse Recruitment Strategies Are Needed to Reduce Digital Divide: Results from a Workshop Addressing Digital Divide and Effects of Pandemic Restrictions
- Evaluating mHealth Design for People with Dementia: Preliminary Results
- Semi-Structured Interviews to Evaluate a BCMA Implementation Trouble Areas
- Observed High Adherence to Recombinant Human Growth Hormone Treatment Using a Multi-Component Approach to Improve Adherence in Individuals with Growth Disorders
- Testing Medical Student Diagnostic Reasoning Using Clinical Data Visualizations
- Artificial Intelligence in Undergraduate Medical Education
- Jupyter Notebooks for Introducing Data Science to Novice Users
- Digital Health Education: Determining Competences and Piloting Innovative Study Course
- Section VII. Bioinformatics
- Natural Language Processing
- Augmenting THerapeutic Effectiveness Through Novel Analytics (ATHENA) - A Public and Private Partnership Project Funded by the Flemish Government (VLAIO)
- viroCapt: A Bioinformatics Pipeline for Identifying Viral Insertion in Human Host Genome
- Designing an Optimal Expansion Method to Improve the Recall of a Genomic Variant Curation-Support Service
- Enriching UMLS-Based Phenotyping of Rare Diseases Using Deep-Learning: Evaluation on Jeune Syndrome
- Classification of Oncology Treatment Responses from French Radiology Reports with Supervised Machine Learning
- Clustering Nursing Sentences - Comparing Three Sentence Embedding Methods
- Discovering Key Topics in Emergency Medical Dispatch from Free Text Dispatcher Observations
- Topic Modeling for International Patients' Consultations Using Natural Language Processing
- Deep Learning-Based Brain Hemorrhage Detection in CT Reports
- Automatic Prediction of Semantic Labels for French Medical Terms
- Integration of Annotated Phenotype, Gene and Chemical Text Data to Advance Exposome Informatics
- Extreme Gradient Boosting Based Improved Classification of Blood-Brain-Barrier Drugs
- Performance of Machine Learning Methods to Classify French Medical Publications
- Analyzing the Information Content of Text-Based Files in Supplementary Materials of Biomedical Literature
- Named Entity Recognition in Pubmed Abstracts for Pharmacovigilance Using Deep Learning
- Deep Learning Methods for Detecting Side Effects of Cancer Chemotherapies Reported in a Remote Monitoring Web Application
- Section VIII. Security and Safety
- Telehealth
- Sensors, Signals and Imaging Informatics
- Patient Safety Informatics: Criteria Development for Assessing the Maturity of Digital Patient Safety in Hospitals
- The First Introduction of Social Robotics in Rehabilitation Care
- Key Elements for the Evaluation of mHealth Applications: Results from a Delphi Survey
- Personalising Symptoms Reporting in Telemonitoring Applications for Cancer Patients
- Changes in Patient Characteristics in Telehealth Usage During Times of Crisis
- Evaluation of the Efficiency of Telemedicine in the Management of Cardiovascular Diseases in Primary Healthcare in Sub-Saharan Africa: A Medico-Economic Study in Cameroon
- Decreased Memory Bias via a Mobile Application: A Symptom Tracker to Monitor Children's Periodic Fever
- Dementia-Related Barriers to mHealth Use: Validation by Expert Opinion
- Differentiation of Cell Painted Organelles Using Non Local Texture Descriptor and Random Forest Approach
- Timeliness of Single-Patch 12-Lead Electrocardiography for Patients with Chest Pain at the Emergency Department
- Assessing the Quality of Direct-to-Consumer Teleconsultation Services in Canada
- SPEAKapp: Language as Digital Biomarker for Mental Health
- Pervasive Monitoring of Public Health and Well-Being in Urban Areas with Blue-Green Solutions
- Classification of Dichotomous Emotional States Using Electrodermal Activity Signals and Multispectral Analysis
- Classification of Emotional States Using EEG Signals and Wavelet Packet Transform Features
- Project iFoot - Optimising the Treatment of Patients with Diabetic Foot Syndrome with an Intelligent Dressing
- Electronic Health Records on the Top of Medical Device Incident Reports
- How to Publish Wearables' Data: Practical Guidelines to Protect User Privacy
- Telemedicine for Diabetes in Norway
- Teaching Teledermatology: A Simulation Pilot for Health Professional Students
- IoT in Elementary School for Everyone - A Research Plan
- EEG Spectral Changes Linked to Psychiatric Medications: Computational Pipeline for Data Mining and Analysis
- Ambulatory Peritoneal Dialysis Analysis Framework
- Validation of Multiple Path Translation for SNOMED CT Localisation
- Subject Index
- Author Index
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