Transitions in the age of biomedical AI
BIG DATA
small data
Your Data
FREIBURG | GERMANY
27.09. - 01.10.26
Topics
- Design and analysis of interventional trials
Clinical trials, early phase trials, randomized trials, complex clinical trials - Screening and diagnostic studies
Diagnostic study design, test performance, related statistics or applications
- Causal inference
- Time-to-event techniques
Survival analysis, competing risks, multistate models, recurrent events, cure models
- Longitudinal data and joint models
- Missing data and measurement error
- Evidence synthesis
Meta-analysis, network meta-analysis, systematic reviews
- Prediction modeling
Selection and validation of prediction models, model-based measurement design - General machine learning and AI methods
Big data, small data, deep learning, neural networks - Large Language Models
- Synthetic data
Generation and validation, simulation and software
- Image & signal processing
- Electronic health records and registries
Real-world data, EHR for clinical research, building and operation of registries - Omics
Genetic studies, gene expression, single cell data, bioinformatics, systems biology, high dimensional data, precision medicine, personalised medicine
- Cancer epidemiology
- Infectious disease epidemiology
Epidemic modeling, infectious disease modelling, COVID-19
- Methods in different fields of epidemiology
Epidemiological methods, statistical methods in epidemiology, public health, pharmacoepidemiology
- Health economic evaluations
- Health information systems
Clinical decision support, evaluation of IT applications, digital transformation, mHealth, interoperability, FHIR - Data protection
Ethical aspects, regulation, IT security, processing
- Data integration in clinical routine
Data exchange, provision, integration, linkage, quality, processing workflows, metadata, terminology
- Data management in biomedical research
FAIR principles and tools, data management in studies, research data infrastructure, data privacy
- Software development
Human factors, usability, software engineering, long-term maintenance and development of software tools
- Education and communication
Higher education, science communication, citizen science, communicating statistical concepts - Meta-research
Reproducibility, reporting, transparency, legal aspects and ethics