Melissa Hudson on Muck Rack

Melissa Hudson

As seen in: Journal of Global Oncology, Color Research & Application, Nature, Wiley Online Library, MDPI, JAMA (The Journal of the American Medical Association), JAMA Oncology, The Lancet, Pediatrics, Annals of Internal Medicine, Healio and
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Articles

Optimizing prompting strategies improves large language model classification of pain- and fatigue-related functional impact in childhood cancer survivors

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By Jin-Ah Sim, Madeline R. Horan, Xiaolei Huang, Minsu Kim, Deo Kumar Srivastava, Kirsten K. Ness, Melissa Hudson, Justin Baker, I-Chan Huang
| Nature Verified
Abstract Understanding how symptoms affect daily functioning is central to improving care for childhood cancer survivors. As narrative symptom reporting becomes increasingly common in survivorship care, scalable automated tools are needed to interpret these descriptions and identify their functional impact. This study evaluates how two large language models (ChatGPT-4o, Llama-3.1) perform this task across different prompt engineering strategies.
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Patient-reported symptoms in predicting the subsequent progression of chronic health conditions among childhood cancer survivors

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By Madeline R. Horan, Wei Liu, Mingjuan Wang, Deokumar Srivastava, Matthew J. Ehrhardt, Daniel A. Mulrooney, Wassim Chemaitilly, Kirsten K. Ness, Justin Baker, Gregory T. Armstrong, Melissa Hudson, Kevin R Krull, I-Chan Huang
| Nature Verified
Abstract Childhood cancer survivors frequently develop chronic medical conditions long after treatment. Patient-reported symptoms may provide early signals of deteriorating health, but their prognostic value for later disease progression remains unclear. We aim to determine whether symptom patterns and their changes over time are associated with the progression of chronic health conditions in adult survivors of childhood cancer.
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Navigating the challenges in and identifying the priorities for childhood cancer survivorship in Asia

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By Melissa Hudson, Ramandeep Singh Arora, Ronnie E. Baticulon
| The Lancet Verified
FREE with registration! Log in or register to access the full article. References 1. Erdmann, F ∙ Frederiksen, LE ∙ Bonaventure, A ∙ et al. Childhood cancer: survival, treatment modalities, late effects and improvements over time Cancer Epidemiol. 2021; 71, 101733 2. Ward, ZJ ∙ Yeh, JM ∙ Bhakta, N ∙ et al. Global childhood cancer survival estimates and priority-setting: a simulation-based analysis Lancet Oncol. 2019; 20:972-983 3.
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