Multi-dimensional patient acuity estimation with longitudinal EHR tokenization and flexible transformer networks

• Main Authors: Benjamin Shickel (Author), Brandon Silva (Author), Tezcan Ozrazgat-Baslanti (Author), Yuanfang Ren (Author), Kia Khezeli (Author), Ziyuan Guan (Author), Patrick J. Tighe (Author), Azra Bihorac (Author), Parisa Rashidi (Author)
• Format: Book
• Published: Frontiers Media S.A., 2022-11-01T00:00:00Z.
• Subjects: article
• Online Access: Connect to this object online.

Transformer model architectures have revolutionized the natural language processing (NLP) domain and continue to produce state-of-the-art results in text-based applications. Prior to the emergence of transformers, traditional NLP models such as recurrent and convolutional neural networks demonstrate...