Maria Victoria Sainz De Cea

Title: Innovations and Contributions of Maria Victoria Sainz De Cea

Introduction

Maria Victoria Sainz De Cea is a prominent inventor based in Somerville, MA (US). She has made significant contributions to the field of technology, particularly in healthcare applications. With a total of seven patents to her name, her work focuses on advanced treatment planning and deep learning modeling.

Latest Patents

One of her latest patents is titled "Treatment planning based on multimodal case similarity." This invention discloses a system, method, and computer program product for treatment planning. The system includes at least one processing component, at least one memory component, a training module, a retrieval module, and a plan generator. The training module generates hash codes by hashing features from data sources with data source-specific hash functions, and generates superclass hash codes by hashing the generated hash codes with at least one superclass hash function. The retrieval module extracts features from case data and locates features from the data sources that are similar to the extracted features. The plan generator calculates outcome probabilities for the case data based on known outcomes associated with the located features.

Another notable patent is related to "Deep learning modeling using health screening images." In this invention, an AI system receives an image and includes a first AI model trained using labeled training images from prior mammograms to predict cancer. Additionally, a second AI model is trained using labeled training images from current mammograms to classify mammogram images. The second AI model may be initialized using the weights of the first AI model through transfer learning. The AI system provides a classification output indicating a likely current breast cancer diagnosis or the likelihood of the user developing breast cancer in the future.

Career Highlights

Maria has worked with several esteemed organizations, including the International Business Machines Corporation (IBM). Her experience in these companies has allowed her to develop innovative solutions that address critical healthcare challenges.

Collaborations

Some of her notable coworkers include David Joseph Richmond and Sun Young Park. Their collaborative efforts have contributed to the advancement of technology in the healthcare sector.

Conclusion

Maria Victoria Sainz De Cea is a trailblazer in the field of healthcare technology, with her innovative patents paving the way for advancements in treatment planning and AI applications. Her contributions continue to impact the industry positively.