Browsing by Author "Joyce, Dan W"
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Clinical Prompt Learning with Frozen Language Models
Joyce, Dan W (2022-05)Prompt learning is a new paradigm in the Natural Language Processing (NLP) field which has shown impressive performance on a number of natural language tasks with common benchmarking text datasets in full, few-shot, and ... -
Psychosocial markers of age at onset in bipolar disorder: a machine learning approach
Joyce, Dan W; Geddes, John R; Saunders, Kate E.A. (2022-07)Bipolar disorder is a chronic and severe mental health disorder. Early stratification of individuals into subgroups based on age at onset (AAO) has the potential to inform diagnosis and early intervention. Yet, the ... -
When Deploying Predictive Algorithms, Are Summary Performance Measures Sufficient?
Joyce, Dan W; Geddes, John R (2020-01)The last decade’s growth in artificial intelligence, machine learning, and statistical methods for high-dimensional data has driven a zeitgeist of prediction (or forecasting) in medicine and psychiatry. Algorithms for ...