Streamlining Data Collection eCRF Design and Machine Learning
Journal: International Journal of Trend in Scientific Research and Development (Vol.8, No. 1)Publication Date: 2024-03-12
Authors : Dhanalakshmi D Vijaya Lakshmi Kannareddy;
Page : 830-834
Keywords : eCRF design; Electronic Case Report Forms; machine learning; data collection; clinical trials; data quality; anomaly detection; real-time adaptability; data validation; streamlined data collection;
Abstract
Efficient and accurate data collection is paramount in clinical trials, and the design of Electronic Case Report Forms eCRFs plays a pivotal role in streamlining this process. This paper explores the integration of machine learning techniques in the design and implementation of eCRFs to enhance data collection efficiency. We delve into the synergies between eCRF design principles and machine learning algorithms, aiming to optimize data quality, reduce errors, and expedite the overall data collection process. The application of machine learning in eCRF design brings forth innovative approaches to data validation, anomaly detection, and real time adaptability. This paper discusses the benefits, challenges, and future prospects of leveraging machine learning in eCRF design for streamlined and advanced data collection in clinical trials. Dhanalakshmi D | Vijaya Lakshmi Kannareddy "Streamlining Data Collection: eCRF Design and Machine Learning" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-8 | Issue-1 , February 2024, URL: https://www.ijtsrd.com/papers/ijtsrd63515.pdf Paper Url: https://www.ijtsrd.com/biological-science/biotechnology/63515/streamlining-data-collection-ecrf-design-and-machine-learning/dhanalakshmi-d
Other Latest Articles
- Reimbursement Claims for Clinical Trial Insurance in Healthcare
- Cyber Ethics An Introduction
- Algorithm of Minds AoM Algorithms That Control You
- Rural Tourism Post COVID 19 Perspectives and Possibilities
- The Pleistocene Delta of the Old Al Balatah River System, Northeastern Libya and its Eastern Extension in Egypt
Last modified: 2024-03-15 16:25:22