Using Longitudinal Twitter Data for Digital Epidemiology of Childhood Health Outcomes: An Annotated Data Set and Deep Neural Network Classifiers

We manually annotated 9734 tweets that were posted by users who reported their pregnancy on Twitter, and used them to train, evaluate, and deploy deep neural network classifiers (F1-score=0.93) to detect tweets that report having a child with attention-deficit/hyperactivity disorder (678 users), aut...

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Main Authors: Ari Z Klein (Author), José Agustín Gutiérrez Gómez (Author), Lisa D Levine (Author), Graciela Gonzalez-Hernandez (Author)
Format: Book
Published: JMIR Publications, 2024-03-01T00:00:00Z.
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3rd Floor Main Library

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