Study design indexing in transition: a focused comparison of manual NLM indexing versus transformer-based automated models

Puranjani Das, Jodi Schneider, Evan Mayo-Wilson, Halil Kilicoglu, Joe D Menke, Dongin Nam, Kiran Ninan, Jean-Pierre Oberste, Ang Michael Troy, Xiangji Ying, Arthur W Holt, Neil R Smalheiser

Open source

DOI: 10.1093/jamiaopen/ooag197
Published: 2026-09-09
Container: JAMIA Open
Publisher: Oxford University Press (OUP)
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1093/jamiaopen/ooag197,
  title = {Study design indexing in transition: a focused comparison of manual NLM indexing versus transformer-based automated models},
  author = {Puranjani Das and Jodi Schneider and Evan Mayo-Wilson and Halil Kilicoglu and Joe D Menke and Dongin Nam and Kiran Ninan and Jean-Pierre Oberste and Ang Michael Troy and Xiangji Ying and Arthur W Holt and Neil R Smalheiser},
  year = {2026},
  journal = {JAMIA Open},
  doi = {10.1093/jamiaopen/ooag197},
  url = {https://doi.org/10.1093/jamiaopen/ooag197}
}

RIS

TY  - JOUR
TI  - Study design indexing in transition: a focused comparison of manual NLM indexing versus transformer-based automated models
AU  - Puranjani Das
AU  - Jodi Schneider
AU  - Evan Mayo-Wilson
AU  - Halil Kilicoglu
AU  - Joe D Menke
AU  - Dongin Nam
AU  - Kiran Ninan
AU  - Jean-Pierre Oberste
AU  - Ang Michael Troy
AU  - Xiangji Ying
AU  - Arthur W Holt
AU  - Neil R Smalheiser
PY  - 2026
JO  - JAMIA Open
DO  - 10.1093/jamiaopen/ooag197
UR  - https://doi.org/10.1093/jamiaopen/ooag197
ER  -

APA

Das, P., Schneider, J., Mayo-Wilson, E., Kilicoglu, H., Menke, J. D., Nam, D., Ninan, K., Oberste, J., Troy, A. M., Ying, X., Holt, A. W., & Smalheiser, N. R. (2026). Study design indexing in transition: a focused comparison of manual NLM indexing versus transformer-based automated models. JAMIA Open. https://doi.org/10.1093/jamiaopen/ooag197

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crossref · retrieved 2026-11-08T10:55:05.801Z