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Predictive Machine Learning for Personalised Medicine in Major Depressive Disorder
2022-02-11
psychiatry and clinical psychology
Title + abstract only
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Show abstract
Depression is a common psychiatric disorder with substantial recurrence risk. Accurate prediction from easily collected data would aid in diagnosis, treatment and prevention. We used machine learning in the Generation Scotland cohort to predict lifetime risk of depression and, among cases, recurrent depression. Rank aggregation was used to combine results across ten different algorithms and identify highly predictive variables. The model containing all but the cardiometabolic predictors had the ...
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