The use of synthetic data to augment real-world data in healthcare can ensure AI models perform more accurately, and fairly across subgroups. By examining a parallel case study of NHS England’s care.data platform, this…
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Early prediction of disability progression in multiple sclerosis (MS) remains challenging despite its critical importance for therapeutic decision-making. We present the first systematic evaluation of personalized federated learning (PFL) for 2-year MS disability progression…
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What You Should Know:
– Flatiron Health, a leading healthtech company dedicated to improving cancer care and advancing research using real-world data (RWD), today announced that its international oncology research network has tripled in size…
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The widespread adoption of real-world data has given rise to numerous healthcare-distributed research networks, but multi-site analyses still face administrative burdens and data privacy challenges. In response, we developed a Collaborative One-shot Lossless Algorithm…
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Real-world data (RWD) from electronic health records and digital health databases present unique opportunities to study causal effects in healthcare. While Difference-in-Differences (DiD) analysis is widely used for such analyses, it can be biased…
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In this interview, Julia Goebel, Chief Marketing Officer at Komodo Health, surveys the current state of health care data, the importance of high-quality data in the deployment of new technologies such as AI, and…
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Clinical insights from real-world data often require aggregating information from institutions to ensure sufficient sample sizes and generalizability. However, patient privacy concerns only limit the sharing of patient-level data, and traditional federated learning algorithms,…
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Subspecialty knowledge barriers have limited the adoption of large language models (LLMs) in oncology. We introduce Woollie, an open-source, oncology-specific LLM trained on real-world data from Memorial Sloan Kettering Cancer Center (MSK) across lung,…
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Dr. Heather Moss, Medical Advisor at Verana Health & Professor of Ophthalmology and of Neurology and Neurological Sciences at Stanford University
Parkinson’s Disease (PD) is considered one of the most complex and challenging neurodegenerative disorders…
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Natalie Schibell, VP of Market Strategy and Communications at Aetion,
Real-world evidence (RWE) has become central to evaluating therapies, medical products, and health interventions—providing insight into how they perform outside controlled clinical trials. As healthcare…
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