8 citations · 13 across the 6 of their papers we have counts for
7 papers
A new method for augmenting short time series, with application to pain events in sickle cell disease
Kumar Utkarsh, Nirmish R. Shah, Tanvi Banerjee +1
Researchers across different fields, including but not limited to ecology, biology, and healthcare, often face the challenge of sparse data. Such sparsity can lead to uncertainties…
Information Criteria Fail for Dynamical Systems: Sampling Rate and Dimension Dependence
Kumar Utkarsh, Daniel M. Abrams
Information criteria such as Akaike's (AIC) and Bayes' (BIC) are widely used for model selection in physics and beyond, quantifying the tradeoff between model complexity and goodne…
Pain Forecasting using Self-supervised Learning and Patient Phenotyping: An attempt to prevent Opioid Addiction
Swati Padhee, Tanvi Banerjee, Daniel M. Abrams +1
Sickle Cell Disease (SCD) is a chronic genetic disorder characterized by recurrent acute painful episodes. Opioids are often used to manage these painful episodes; the extent of th…
Clustering of Pain Dynamics in Sickle Cell Disease from Sparse, Uneven Samples
Gary K. Nave, Swati Padhee, Amanuel Alambo +3
Irregularly sampled time series data are common in a variety of fields. Many typical methods for drawing insight from data fail in this case. Here we attempt to generalize methods…
Pain Intensity Assessment in Sickle Cell Disease patients using Vital Signs during Hospital Visits
Swati Padhee, Amanuel Alambo, Tanvi Banerjee +4
Pain in sickle cell disease (SCD) is often associated with increased morbidity, mortality, and high healthcare costs. The standard method for predicting the absence, presence, and…
Measuring Pain in Sickle Cell Disease using Clinical Text
Amanuel Alambo, Ryan Andrew, Sid Gollarahalli +5
Sickle Cell Disease (SCD) is a hereditary disorder of red blood cells in humans. Complications such as pain, stroke, and organ failure occur in SCD as malformed, sickled red blood…
Hybrid statistical and mechanistic mathematical model guides mobile health intervention for chronic pain
Sara M. Clifton, Chaeryon Kang, Jingyi Jessica Li +3
Nearly a quarter of visits to the Emergency Department are for conditions that could have been managed via outpatient treatment; improvements that allow patients to quickly recogni…