使用机械机器学习模型对每日湿疹严重程度评分进行个性化预测

G. Hurault, Elisa Domínguez-Hüttinger, S. Langan, H. Williams, R. Tanaka
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引用次数: 14

摘要

特应性皮炎(AD)是一种慢性炎症性皮肤病,有发作期和缓解期。考虑到阿尔茨海默病症状和治疗反应在个体内部和个体之间的明显不可预测性和巨大差异,设计个性化的阿尔茨海默病治疗策略是具有挑战性的。更好地预测单个患者的AD严重程度可以帮助选择最佳的治疗时机和治疗类型,以改善疾病控制。
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Personalized prediction of daily eczema severity scores using a mechanistic machine learning model
Atopic dermatitis (AD) is a chronic inflammatory skin disease with periods of flares and remission. Designing personalized treatment strategies for AD is challenging, given the apparent unpredictability and large variation in AD symptoms and treatment responses within and across individuals. Better prediction of AD severity over time for individual patients could help to select optimum timing and type of treatment for improving disease control.
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