Clustering Multiple Long-Term Conditions

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Background

What is MLTC? Why cluster? Classification versus clustering Co-occurrence versus sequences

Using EHR data

Data sources MLTC code lists When is a disease chronic? Code frequency in EHRs Other code lists

Clustering diseases

Overview of approach Disease embedding methods Disease clustering methods Disease cluster assignments Evaluation strategy

Clustering people

Overview of approach Representation methods EHR-BERT Work in progress

Publications

Blogs

Does it matter which conditions we include in MLTC? Is MLTC useful in clinical practice? What makes a good set of clusters?