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Published on in Vol 4, No 2 (2021): Apr-Jun

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/26475, first published .
Young Black woman with curly hair listening to music on headphones while holding a smartphone at a table

Trends in Positive, Negative, and Neutral Themes of Popular Music From 1998 to 2018: Observational Study

Trends in Positive, Negative, and Neutral Themes of Popular Music From 1998 to 2018: Observational Study

Authors of this article:

Lois Kwon1 Author Orcid Image ;   Daniela Medina1 Author Orcid Image ;   Fady Ghattas1 Author Orcid Image ;   Lilia Reyes1 Author Orcid Image

Journals

  1. Barnes A, Calvert I. We Don’t Need No Education: A Textual Analysis of Anglo-American Popular Music Lyrics about School. Education Sciences 2023;14(1):4 View
  2. Werner V, Summer T. Mental health songs. English Text Construction 2023;16(2):169 View
  3. Hunke T, Huber F, Steffens J. The Evolution of Song Lyrics: An NLP-Based Analysis of Popular Music in Germany from 1954 to 2022. Music & Science 2025;8 View
  4. Bodó Z, Szenkovits A, Pătcaş C. The HuMus Project: Corpus Compilation and Multi-experiment Study of Hungarian Popular Music Lyrics. Acta Universitatis Sapientiae, Informatica 2026;18(1) View
  5. Liu H, Miller S, Lee M, Matherne N, Miller D, D’Aprano E. Using Generative Artificial Intelligence to Identify Themes of Basic Psychological Needs in Popular Song Lyrics. Psychology of Music 2026 View

Books/Policy Documents

  1. Burger K, Mortimer J. Encyclopedia of Adolescence. View