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Selected Papers from the pHealth 2021 Conference, Genoa, Italy, 8-10 November 2021
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This reprint addresses healthcare transformation towards personalized, participative, preventive, predictive, and precision medicine (5P Medicine) with the support of new technologies such as micro-, nano-, and bio-techniques, as well as artificial intelligence and learning systems. It focuses, therefore, on the representation and management of knowledge from different domains and their actors, using their methodologies and languages but also individual skills and experiences. The outcome is a system-oriented, architecture-centric, ontology-based, policy-driven approach allowing a formal representation and management of health ecosystems, including their integration and interoperability. Such development is accompanied by security, privacy, and ethical challenges to be resolved. The reprint describes the principles, methodologies, and standards for successfully managing the transformation of health and social care, illustrated by many practical examples and implemented use cases. The reprint is based on papers published in the context of the pHealth 2021 Conference in Genoa, Italy. However, the content goes far beyond the focus and size of the original papers.
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Keywords
- aneurysm
- antecedents
- aortic aneurysm
- Architecture
- ascending aortic dilatation
- auto ML
- automatic text labeling
- behavior change
- biomedical ontologies
- centralized learning
- chatbot
- citizens
- clinical laboratory information systems
- Communication
- conversational agent
- COVID-19
- data democratization
- decision trees
- didactic
- Digital Technology
- Digitalization
- Digitization
- dynamical Bayesian networks
- E-learning
- echocardiography
- Ecosystems
- Education
- eHealth
- Electronic Health Records
- emergency department
- emergency service
- epilepsy modeling
- epilepsy risk
- feature extraction
- federated learning
- Fuzzy attractiveness rating
- Genomics
- GIPAMS
- Graph algorithms
- Health
- health data infrastructure
- health transformation
- healthcare communications
- Healthcare IT
- Hospital
- hospital-acquired infections
- individual learning
- Information Extraction
- integrated data
- international coding system
- Knowledge Representation
- knowledge representation and management
- laboratory information systems
- Machine learning
- Markov model
- medicine
- Medicine: General Issues
- mHealth
- mobile application
- modelling
- modular architecture
- n/a
- Natural Language Processing
- Node2Vec
- oncohematology
- osteomyelitis
- participatory health
- patient empowerment
- Pediatrics
- periprosthetic joint infection
- physical activity
- Pneumonia
- post-traumatic arthritis
- postoperative risks
- predictive modeling
- privacy
- Privacy-enhancing technologies
- Public health & preventive medicine
- revision arthroplasty
- Risk factors
- security
- semantic data integration
- smartwatch
- Social media
- Standards
- stress detection
- surgical biobank
- syntactical parsing
- System theory
- text messaging
- total hip replacement
- treatment trajectories
- Trust
- usability