Longitudinal symptom severity tracking in vagus nerve stimulation patients: a 2-stage LLM-based pipeline with explainable AI

Vedansh Thakkar, Greg M Silverman, Maura Putzer, Abhinab Kc, Sana Ikramuddin, Tanya Melnik, Nicholas E Ingraham, Nathan Keller, Samantha King, Emma Jones, Angela Bailey, Genevieve B Melton, Christopher Tignanelli

Open source

DOI
10.1093/jamiaopen/ooag195
Published
2026-09-09
Container
JAMIA Open
Publisher
Oxford University Press (OUP)
Open access
unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1093/jamiaopen/ooag195,
  title = {Longitudinal symptom severity tracking in vagus nerve stimulation patients: a 2-stage LLM-based pipeline with explainable AI},
  author = {Vedansh Thakkar and Greg M Silverman and Maura Putzer and Abhinab Kc and Sana Ikramuddin and Tanya Melnik and Nicholas E Ingraham and Nathan Keller and Samantha King and Emma Jones and Angela Bailey and Genevieve B Melton and Christopher Tignanelli},
  year = {2026},
  journal = {JAMIA Open},
  doi = {10.1093/jamiaopen/ooag195},
  url = {https://doi.org/10.1093/jamiaopen/ooag195}
}

RIS

TY  - JOUR
TI  - Longitudinal symptom severity tracking in vagus nerve stimulation patients: a 2-stage LLM-based pipeline with explainable AI
AU  - Vedansh Thakkar
AU  - Greg M Silverman
AU  - Maura Putzer
AU  - Abhinab Kc
AU  - Sana Ikramuddin
AU  - Tanya Melnik
AU  - Nicholas E Ingraham
AU  - Nathan Keller
AU  - Samantha King
AU  - Emma Jones
AU  - Angela Bailey
AU  - Genevieve B Melton
AU  - Christopher Tignanelli
PY  - 2026
JO  - JAMIA Open
DO  - 10.1093/jamiaopen/ooag195
UR  - https://doi.org/10.1093/jamiaopen/ooag195
ER  - 

APA

Thakkar, V., Silverman, G. M., Putzer, M., Kc, A., Ikramuddin, S., Melnik, T., Ingraham, N. E., Keller, N., King, S., Jones, E., Bailey, A., Melton, G. B., & Tignanelli, C. (2026). Longitudinal symptom severity tracking in vagus nerve stimulation patients: a 2-stage LLM-based pipeline with explainable AI. JAMIA Open. https://doi.org/10.1093/jamiaopen/ooag195

Source records