Development, Implementation, and Evaluation of a Personalized Machine Learning Algorithm for Clinical Decision Support: Case Study With Shingles Vaccination

• Main Authors: Chen, Ji (Author), Chokshi, Sara (Author), Hegde, Roshini (Author), Gonzalez, Javier (Author), Iturrate, Eduardo (Author), Aphinyanaphongs, Yin (Author), Mann, Devin (Author)
• Format: Book
• Published: JMIR Publications, 2020-04-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

BackgroundAlthough clinical decision support (CDS) alerts are effective reminders of best practices, their effectiveness is blunted by clinicians who fail to respond to an overabundance of inappropriate alerts. An electronic health record (EHR)-integrated machine learning (ML) algorithm is a potenti...