This inventor holds 2 USPTO granted patents and 1 published patent application. Top assignee: Humana Inc.. Active years: 2022-2025.
Company Filing History:
Years Active: 2022-2025
Title: Innovations by Molu Shi
Introduction
Molu Shi is an accomplished inventor based in Prospect, KY (US). He has made significant contributions to the field of data extraction and machine learning, holding a total of 2 patents. His work focuses on improving the efficiency and accuracy of data processing in medical contexts.
Latest Patents
Molu Shi's latest patents include a method and system for extracting combinations of data from a received fax or medical document and matching it with a corresponding preauthorization record. This innovative system utilizes modeling techniques to convert received faxes into text via Optical Character Recognition (OCR). Relevant keys are extracted from the text, and differential probabilities are calculated for each key. These probabilities are then compared to candidate preauthorization records using logistic regression models to identify the most probable matches. The candidate record matches are ranked by their matching probability, with the highest-ranked record considered the match to the received fax.
Another notable patent focuses on determining the impact of features on individual predictions of machine learning-based models. This system trains a machine learning model to predict the likelihood of an outcome for an entity, such as a user. It calculates feature impact scores that indicate how each feature influenced the prediction for that user. The scores are ranked to identify the top driver features that had the most significant impact on the prediction. The system also generates a human-understandable description of these top driver features for display via a user interface.
Career Highlights
Molu Shi is currently employed at Humana Inc., where he applies his expertise in data extraction and machine learning to enhance healthcare processes. His innovative approaches have contributed to the development of systems that streamline medical data handling.
Collaborations
Molu has collaborated with notable coworkers, including Gilbert S. Haugh and Harpreet Singh, who share his commitment to advancing technology in the healthcare sector.
Conclusion
Molu Shi's contributions to the fields of data extraction and machine learning demonstrate his innovative spirit and dedication to improving healthcare technology. His patents reflect a deep understanding of complex systems and a commitment to enhancing efficiency in medical data processing.