Smita Mitra

Title: Smita Mitra: Innovator in Predictive Modeling for Healthcare

Introduction

Smita Mitra is a prominent inventor based in Skillman, NJ (US). She has made significant contributions to the field of predictive modeling, particularly in healthcare applications. Her innovative work focuses on overcoming data missingness to improve predictions, which is crucial for patient eligibility assessments in therapies such as CAR-T.

Latest Patents

Smita Mitra holds a patent titled "Overcoming data missingness for improving predictions." This patent discloses methods for training and deploying predictive models that generate predictions, such as determining patient eligibility for CAR-T therapy. The methods address the challenge of missing data in datasets, particularly in open healthcare claims datasets. By leveraging comprehensive datasets, including closed claims datasets, she creates training examples for machine learning algorithms. The approach involves modifying comprehensive datasets to simulate data missingness, allowing for effective training of predictive models that can still make accurate predictions despite missing data.

Career Highlights

Smita Mitra is currently employed at Janssen Research & Development, LLC, where she continues to advance her research in predictive modeling. Her work has the potential to significantly impact patient care by improving the accuracy of predictions in healthcare settings.

Collaborations

Some of her notable coworkers include Jennifer Seto Harper and Rajarshi Roychowdhury, who collaborate with her on various projects within the field.

Conclusion

Smita Mitra's innovative contributions to predictive modeling in healthcare demonstrate her commitment to improving patient outcomes through technology. Her work in overcoming data missingness is a testament to her expertise and dedication to advancing medical research.