ALY6015 Module 5 final project. Lasso-regularized logistic regression on 68,061 diabetic inpatients (Strack et al. 2014), with bootstrap CIs, decision curve analysis, subgroup audit, and a live in-browser risk calculator powered by Ridge coefficients fit in the document.

Insurance Fraud Analytics (RStudio/R) Exploratory analysis of 1,000 Irish motor insurance claims using tidyverse, ggplot2, and recipes preprocessing pipeline to identify behavioural and demographic fraud patterns. 10% fraud prevalence with class imbalance addressed for downstream modelling.

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Development of the gut microbiota throughout the first year of life and its association with socio-emotional development into childhood Bloemendaal M., Mulder D., Gudden J., Heikamp-de Jong I., Ioannou A., Belzer C., Emile Natasha E., Edwin Thanarajah S., Aatsinki A.-K., van Gelder M.M.H.J., Arias Vasquez A. DOI: 10.1159/000552189