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Epidemiology

Epidemiology is a scientific discipline that provides reliable knowledge for clinical medicine focusing on prevention, diagnosis and treatment of diseases. Research in Epidemiology aims at characterizing risk factors for the outbreak of diseases and at evaluating the efficiency of certain treatment strategies, e.g., to compare a new treatment with an established gold standard. This research is strongly hypothesis-driven and statistical analysis is the major tool for epidemiologists so far. Correlations between genetic factors, environmental factors, life style-related parameters, age and diseases are analyzed.

Source: Visual Analytics of Image-Centric Cohort Studies in Epidemiology

Papers

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Showing 76–100 of 425 papers

TitleStatusHype
Epidemiology-informed Graph Neural Network for Heterogeneity-aware Epidemic Forecasting—0
Epidemiology-informed Network for Robust Rumor Detection—0
The impact of recovery rate heterogeneity in achieving herd immunityCode0
Random walk models in the life sciences: including births, deaths and local interactionsCode0
Learning Interpretable Network Dynamics via Universal Neural Symbolic Regression—0
Discovering Latent Structural Causal Models from Spatio-Temporal Data—0
TrajGPT: Controlled Synthetic Trajectory Generation Using a Multitask Transformer-Based Spatiotemporal ModelCode0
Compositional simulation-based inference for time seriesCode0
bursty_dynamics: A Python Package for Exploring the Temporal Properties of Longitudinal Data—0
Stability in Reaction Network Models via an Extension of the Next Generation Matrix MethodCode0
Causal reasoning in difference graphs—0
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation—0
Multimodal Structure Preservation Learning—0
Development of CODO: A Comprehensive Tool for COVID-19 Data Representation, Analysis, and Visualization—0
A New Perspective on Determining Disease Invasion and Population Persistence in Heterogeneous Environments—0
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario ContextCode0
Cost-aware simulation-based inferenceCode0
Structural causal influence (SCI) captures the forces of social inequality in models of disease dynamics—0
Non-explosivity of endotactic stochastic reaction systems—0
SINDyG: Sparse Identification of Nonlinear Dynamical Systems from Graph-Structured DataCode0
A framework for the modelling and the analysis of epidemiological spread in commuting populations—0
Spatio-Temporal Variability of the Pepper Mild Mottle Virus Biomarker in Wastewater—0
Estimating Peer Direct and Indirect Effects in Observational Network Data—0
A Likelihood-Free Approach to Goal-Oriented Bayesian Optimal Experimental DesignCode0
Performing clinical drug trials in children with a rare disease—0
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