PROSE: Predicting Multiple Operators and Symbolic Expressions using multimodal transformers.

Approximating nonlinear differential equations using a neural network provides a robust and efficient tool for various scientific computing tasks, including real-time predictions, inverse problems, optimal controls, and surrogate modeling. Previous works have focused on embedding dynamical systems into networks through two approaches: learning a single operator (i.e.

Development of a Polygenic Risk Score to Predict Diverticulitis.

Background: Despite its prevalence and associated morbidity, we remain limited in our ability to predict the course of a patient with diverticular disease. Although several clinical and genetic risk factors have been identified, we do not know how these factors relate to one another.

Objective: Our aim was to determine whether a polygenic risk score could improve risk prediction for diverticulitis and recurrent diverticulitis compared with a model using only clinical factors.

Neurofibromatosis-associated Gastrointestinal Stromal Tumor Causing Small Bowel Obstruction.

Multiple gastrointestinal stromal tumors (GISTs) of the small intestine is an uncommon finding but can be a marker for underlying neurofibromatosis type 1 (NF1). We present the case of the 38-year-old male without prior NF1 diagnosis who presented with a small bowel obstruction. His physical exam was notable for cutaneous nodules and café-au-lait spots.