Artificial intelligence–based voice biomarkers for early detection and monitoring of neurological diseases: current evidence, limitations, and clinical perspectives

Livia Ramos Santiago, Imam Malik Kabir, Vitória Stephani Hasbahr, Lázaro Mateus Megre Timoteo, Edgar Alejandro Pinos Tamayo, Hizana Ricci Gontijo Hadad, Luciana Vieira Muniz, Luciana Xavier Pereira, Princella Halim, Fahrul Nurkolis, Rony Abdi Syahputra, Rosy Iara Maciel de Azambuja Ribeiro

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DOI: 10.1016/j.compbiomed.2026.112041
Published: 2026-11
Container: Computers in Biology and Medicine
Publisher: Elsevier BV
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1016/j.compbiomed.2026.112041,
  title = {Artificial intelligence–based voice biomarkers for early detection and monitoring of neurological diseases: current evidence, limitations, and clinical perspectives},
  author = {Livia Ramos Santiago and Imam Malik Kabir and Vitória Stephani Hasbahr and Lázaro Mateus Megre Timoteo and Edgar Alejandro Pinos Tamayo and Hizana Ricci Gontijo Hadad and Luciana Vieira Muniz and Luciana Xavier Pereira and Princella Halim and Fahrul Nurkolis and Rony Abdi Syahputra and Rosy Iara Maciel de Azambuja Ribeiro},
  year = {2026},
  journal = {Computers in Biology and Medicine},
  doi = {10.1016/j.compbiomed.2026.112041},
  url = {https://doi.org/10.1016/j.compbiomed.2026.112041}
}

RIS

TY  - JOUR
TI  - Artificial intelligence–based voice biomarkers for early detection and monitoring of neurological diseases: current evidence, limitations, and clinical perspectives
AU  - Livia Ramos Santiago
AU  - Imam Malik Kabir
AU  - Vitória Stephani Hasbahr
AU  - Lázaro Mateus Megre Timoteo
AU  - Edgar Alejandro Pinos Tamayo
AU  - Hizana Ricci Gontijo Hadad
AU  - Luciana Vieira Muniz
AU  - Luciana Xavier Pereira
AU  - Princella Halim
AU  - Fahrul Nurkolis
AU  - Rony Abdi Syahputra
AU  - Rosy Iara Maciel de Azambuja Ribeiro
PY  - 2026
JO  - Computers in Biology and Medicine
DO  - 10.1016/j.compbiomed.2026.112041
UR  - https://doi.org/10.1016/j.compbiomed.2026.112041
ER  -

APA

Santiago, L. R., Kabir, I. M., Hasbahr, V. S., Timoteo, L. M. M., Tamayo, E. A. P., Hadad, H. R. G., Muniz, L. V., Pereira, L. X., Halim, P., Nurkolis, F., Syahputra, R. A., & Ribeiro, R. I. M. D. A. (2026). Artificial intelligence–based voice biomarkers for early detection and monitoring of neurological diseases: current evidence, limitations, and clinical perspectives. Computers in Biology and Medicine. https://doi.org/10.1016/j.compbiomed.2026.112041

Source records

crossref · retrieved 2026-11-06T12:13:42.689Z