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Found 8 papers, 5 papers with code
MixEHR-Nest: Identifying Subphenotypes within Electronic Health Records through Hierarchical Guided-Topic Modeling
Specifically, MixEHR-Nest detects multiple subtopics from each phenotype topic, whose prior is guided by the expert-curated phenotype concepts such as Phenotype Codes (PheCodes) or Clinical Classification Software (CCS) codes.
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis
In many domains, such as healthcare, time-series data is often irregularly sampled with varying intervals between observations.
Bidirectional Generative Pre-training for Improving Healthcare Time-series Representation Learning
Learning time-series representations for discriminative tasks, such as classification and regression, has been a long-standing challenge in the healthcare domain.
BAND: Biomedical Alert News Dataset
Infectious disease outbreaks continue to pose a significant threat to human health and well-being.
Modeling electronic health record data using a knowledge-graph-embedded topic model
We evaluated its performance based on EHR reconstruction and drug imputation.
Supervised multi-specialist topic model with applications on large-scale electronic health record data
Motivation: Electronic health record (EHR) data provides a new venue to elucidate disease comorbidities and latent phenotypes for precision medicine.
COVI-AgentSim: an Agent-based Model for Evaluating Methods of Digital Contact Tracing
The rapid global spread of COVID-19 has led to an unprecedented demand for effective methods to mitigate the spread of the disease, and various digital contact tracing (DCT) methods have emerged as a component of the solution.
Predicting Infectiousness for Proactive Contact Tracing
Predictions are used to provide personalized recommendations to the individual via an app, as well as to send anonymized messages to the individual's contacts, who use this information to better predict their own infectiousness, an approach we call proactive contact tracing (PCT).
