Company Filing History:
Years Active: 2024
Title: Innovations by John Ritten in Machine Learning and Clinical Data Extraction
Introduction
John Ritten is an accomplished inventor based in Brooklyn, NY (US), known for his contributions to the field of machine learning and clinical data extraction. With a total of 2 patents, Ritten has developed innovative techniques that enhance the processing of clinical records, ultimately improving patient care.
Latest Patents
Ritten's latest patents include groundbreaking work in the extraction of clinical variable values from clinical record data. One patent describes techniques that utilize machine learning to automatically extract clinical variable values for subjects. This involves designating certain clinical variables as hybrid variables, which can be assigned values through machine learning model predictions. The system processes clinical record data to obtain predicted values and associated confidence scores, setting the hybrid variable value when the model's prediction is sufficiently confident.
Another significant patent focuses on a model-assisted system for extracting dates associated with a patient's condition. This system employs a processor programmed to access medical records and determine whether a patient is associated with a specific condition. It identifies relevant dates and utilizes machine learning models to assess the relationship between the patient and the condition over time.
Career Highlights
John Ritten is currently employed at Flatiron Health, Inc., where he continues to innovate in the healthcare technology sector. His work is pivotal in advancing the use of machine learning in clinical settings, making significant strides in how patient data is processed and utilized.
Collaborations
Ritten collaborates with talented professionals in his field, including Nisha Singh and Jeremy Canfield. Their combined expertise contributes to the development of advanced systems that enhance patient care through technology.
Conclusion
John Ritten's contributions to machine learning and clinical data extraction represent a significant advancement in healthcare technology. His innovative patents and ongoing work at Flatiron Health, Inc. continue to shape the future of patient data management.