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Prediction-Constrained Topic Models for Antidepressant Recommendation [PDF]
Supervisory signals can help topic models discover low-dimensional data representations that are more interpretable for clinical tasks. We propose a framework for training supervised latent Dirichlet allocation that balances two goals: faithful generative explanations of high-dimensional data and accurate prediction of associated class labels. Existing
arxiv
Anatomically-Informed Data Augmentation for functional MRI with Applications to Deep Learning [PDF]
The application of deep learning to build accurate predictive models from functional neuroimaging data is often hindered by limited dataset sizes. Though data augmentation can help mitigate such training obstacles, most data augmentation methods have been developed for natural images as in computer vision tasks such as CIFAR, not for medical images ...
arxiv
Graph-Based Methods for Discovery Browsing with Semantic Predications [PDF]
We present an extension to literature-based discovery that goes beyond making discoveries to a principled way of navigating through selected aspects of some biomedical domain.
Arabandi, Sivaram+6 more
core +1 more source
Antidepressants in epilepsy [PDF]
People with epilepsy (PWE) frequently suffer from comorbid mood and anxiety disorders. Depression is one of the major psychiatric comorbidities having a negative impact on the quality of life in people with epilepsy.
Cubała, Wiesław Jerzy+4 more
core +1 more source
Neuropathic Pain due to Small Fiber Neuropathy in Aging: Current Management and Future Prospects [PDF]
core +1 more source
Antidepressants for people with epilepsy and depression [PDF]
Adams+32 more
core +1 more source
Antidepressants in Inflammatory Bowel Disease: : A systematic review [PDF]
Macer, Benjamin+2 more
core +2 more sources
Gender and race disparities in weight gain among offenders prescribed antidepressant and antipsychotic medications [PDF]
core +1 more source
Antidepressants in the treatment of bipolar depression: commentary. [PDF]
Vázquez GH, Baldessarini RJ.
europepmc +1 more source