Recommendations for improving national clinical datasets for health equity research
Sign Up to like & getrecommendations! Published in 2020 at "Journal of the American Medical Informatics Association : JAMIA"
DOI: 10.1093/jamia/ocaa144
Abstract: Health and healthcare disparities continue despite clinical, research, and policy efforts. Large clinical datasets may not contain data relevant to healthcare disparities and leveraging these for research may be crucial to improve health equity. The… read more here.
Keywords: research; clinical datasets; recommendations improving; health ... See more keywords
Abstract B003: Towards machine learning fairness in glioblastoma: An evaluation of protected attributes in publicly available clinical datasets
Sign Up to like & getrecommendations! Published in 2025 at "Clinical Cancer Research"
DOI: 10.1158/1557-3265.aimachine-b003
Abstract: As machine learning (ML) algorithms are increasingly developed for clinical applications, there are growing concerns over the real-world benefits of ML-assisted decision-making applications. These issues include reduced generalizability across medical institutions, lack of clinician uptake… read more here.
Keywords: evaluation; glioblastoma; machine learning; clinical datasets ... See more keywords
Evaluating Synthetic Data Augmentation to Correct for Data Imbalance in Realistic Clinical Prediction Settings
Sign Up to like & getrecommendations! Published in 2024 at "Studies in health technology and informatics"
DOI: 10.3233/shti240563
Abstract: Predictive modeling holds a large potential in clinical decision-making, yet its effectiveness can be hindered by inherent data imbalances in clinical datasets. This study investigates the utility of synthetic data for improving the performance of… read more here.
Keywords: synthetic data; data augmentation; evaluating synthetic; clinical datasets ... See more keywords
Addressing Binary Classification over Class Imbalanced Clinical Datasets Using Computationally Intelligent Techniques
Sign Up to like & getrecommendations! Published in 2022 at "Healthcare"
DOI: 10.3390/healthcare10071293
Abstract: Nowadays, healthcare is the prime need of every human being in the world, and clinical datasets play an important role in developing an intelligent healthcare system for monitoring the health of people. Mostly, the real-world… read more here.
Keywords: class imbalanced; clinical datasets; class; imbalanced clinical ... See more keywords