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Nicholas J. Dobbins
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Journal Articles
- 2023
- [j4]Kevin Lybarger
, Nicholas J. Dobbins
, Ritche Long, Angad P. Singh
, Patrick Wedgeworth, Özlem Uzuner
, Meliha Yetisgen:
Leveraging natural language processing to augment structured social determinants of health data in the electronic health record. J. Am. Medical Informatics Assoc. 30(8): 1389-1397 (2023) - [j3]Nicholas J. Dobbins
, Bin Han, Weipeng Zhou, Kristine Lan, H. Nina Kim, Robert D. Harrington, Özlem Uzuner
, Meliha Yetisgen:
LeafAI: query generator for clinical cohort discovery rivaling a human programmer. J. Am. Medical Informatics Assoc. 30(12): 1954-1964 (2023) - 2021
- [j2]Kahyun Lee, Nicholas J. Dobbins
, Bridget T. McInnes, Meliha Yetisgen, Özlem Uzuner
:
Transferability of neural network clinical deidentification systems. J. Am. Medical Informatics Assoc. 28(12): 2661-2669 (2021) - 2020
- [j1]Nicholas J. Dobbins
, Clifford H. Spital
, Robert A. Black, Jason M. Morrison, Bas de Veer, Elizabeth Zampino
, Robert D. Harrington, Bethene D. Britt, Kari A. Stephens, Adam B. Wilcox, Peter Tarczy-Hornoch, Sean D. Mooney
:
Leaf: an open-source, model-agnostic, data-driven web application for cohort discovery and translational biomedical research. J. Am. Medical Informatics Assoc. 27(1): 109-118 (2020)
Conference and Workshop Papers
- 2024
- [c3]Yujuan Fu, Giridhar Kaushik Ramachandran, Nicholas J. Dobbins, Namu Park, Michael Leu, Abby R. Rosenberg, Kevin Lybarger, Fei Xia, Özlem Uzuner, Meliha Yetisgen:
Extracting Social Determinants of Health from Pediatric Patient Notes Using Large Language Models: Novel Corpus and Methods. LREC/COLING 2024: 7045-7056 - 2023
- [c2]Giridhar Kaushik Ramachandran
, Yujuan Fu, Bin Han, Kevin Lybarger
, Nicholas J. Dobbins, Özlem Uzuner, Meliha Yetisgen:
Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning. ClinicalNLP@ACL 2023: 385-393 - 2021
- [c1]Jimmy Phuong, Elizabeth Zampino, Nicholas J. Dobbins, Juan Espinoza, Daniella Meeker, Heidi Spratt, Charisse R. Madlock-Brown, Nicole Gray Weiskopf, Adam B. Wilcox:
Extracting Patient-level Social Determinants of Health into the OMOP Common Data Model. AMIA 2021
Informal and Other Publications
- 2024
- [i9]Yujuan Fu, Giridhar Kaushik Ramachandran, Nicholas J. Dobbins, Namu Park, Michael Leu, Abby R. Rosenberg, Kevin Lybarger, Fei Xia, Özlem Uzuner, Meliha Yetisgen:
Extracting Social Determinants of Health from Pediatric Patient Notes Using Large Language Models: Novel Corpus and Methods. CoRR abs/2404.00826 (2024) - [i8]Nicholas J. Dobbins:
Generalizable and Scalable Multistage Biomedical Concept Normalization Leveraging Large Language Models. CoRR abs/2405.15122 (2024) - 2023
- [i7]Nicholas J. Dobbins
, Bin Han, Weipeng Zhou, Kristine Lan, H. Nina Kim, Robert D. Harrington, Özlem Uzuner, Meliha Yetisgen:
LeafAI: query generator for clinical cohort discovery rivaling a human programmer. CoRR abs/2304.06203 (2023) - [i6]Giridhar Kaushik Ramachandran, Yujuan Fu, Bin Han, Kevin Lybarger, Nicholas J. Dobbins, Özlem Uzuner, Meliha Yetisgen:
Prompt-based Extraction of Social Determinants of Health Using Few-shot Learning. CoRR abs/2306.07170 (2023) - 2022
- [i5]Yao Yan, Thomas Yu, Kathleen Muenzen, Sijia Liu, Connor Boyle, George Koslowski, Jiaxin Zheng, Nicholas J. Dobbins
, Clement Essien, Hongfang Liu, Larsson Omberg, Meliha Yestigen, Bradley Taylor, James A. Eddy, Justin Guinney, Sean D. Mooney, Thomas Schaffter:
The NLP Sandbox: an efficient model-to-data system to enable federated and unbiased evaluation of clinical NLP models. CoRR abs/2206.14181 (2022) - [i4]Nicholas J. Dobbins
, Tony Mullen, Özlem Uzuner, Meliha Yetisgen:
The Leaf Clinical Trials Corpus: a new resource for query generation from clinical trial eligibility criteria. CoRR abs/2207.13757 (2022) - [i3]Kevin Lybarger, Nicholas J. Dobbins
, Ritche Long, Angad P. Singh, Patrick Wedgeworth, Özlem Ozuner, Meliha Yetisgen:
Leveraging Natural Language Processing to Augment Structured Social Determinants of Health Data in the Electronic Health Record. CoRR abs/2212.07538 (2022) - 2021
- [i2]Kahyun Lee, Nicholas J. Dobbins, Bridget T. McInnes, Meliha Yetisgen, Özlem Uzuner:
Transferability of Neural Network-based De-identification Systems. CoRR abs/2102.08517 (2021) - [i1]Nicholas J. Dobbins, David Wayne, Kahyun Lee, Özlem Uzuner, Meliha Yetisgen:
Performance of Automatic De-identification Across Different Note Types. CoRR abs/2102.11032 (2021)
Coauthor Index
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last updated on 2024-06-20 21:31 CEST by the dblp team
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