Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes

Zhecheng Sheng; Emma R Bollig; Jennifer Granick; Rui Zhang; Amanda L Beaudoin

doi:10.1109/ICHI54592.2022.00123

Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes

Zhecheng Sheng
, Emma R Bollig
, Jennifer Granick
, Rui Zhang
, Amanda L Beaudoin

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

3 Scopus citations

Abstract

This work demonstrates a NLP pipeline on classifying different canine parvovirus diagnosis from visit summaries. The preliminary results show promising efficacy in employing BERT based models for this task. This work also reveals a way to make use of the largely untapped data from veterinary free-text fields to help improve pet health.

Original language	English (US)
Title of host publication	Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	614-615
Number of pages	2
ISBN (Electronic)	9781665468459
DOIs	https://doi.org/10.1109/ICHI54592.2022.00123
State	Published - 2022
Event	10th IEEE International Conference on Healthcare Informatics, ICHI 2022 - Rochester, United States Duration: Jun 11 2022 → Jun 14 2022

Publication series

Name	Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022

Conference

Conference	10th IEEE International Conference on Healthcare Informatics, ICHI 2022
Country/Territory	United States
City	Rochester
Period	6/11/22 → 6/14/22

Bibliographical note

Funding Information:
This research is made possible with funding from Merck Animal Health

Publisher Copyright:
© 2022 IEEE.

Keywords

canine parvovirus
natural language processing
text classification

Publisher link

10.1109/ICHI54592.2022.00123

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Sheng, Z., Bollig, E. R., Granick, J., Zhang, R., & Beaudoin, A. L. (2022). Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes. In Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022 (pp. 614-615). (Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICHI54592.2022.00123

Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes. / Sheng, Zhecheng; Bollig, Emma R; Granick, Jennifer et al.
Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022. Institute of Electrical and Electronics Engineers Inc., 2022. p. 614-615 (Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Sheng, Z, Bollig, ER, Granick, J , Zhang, R & Beaudoin, AL 2022, Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes. in Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022. Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022, Institute of Electrical and Electronics Engineers Inc., pp. 614-615, 10th IEEE International Conference on Healthcare Informatics, ICHI 2022, Rochester, United States, 6/11/22. https://doi.org/10.1109/ICHI54592.2022.00123

Sheng Z, Bollig ER, Granick J , Zhang R, Beaudoin AL. Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes. In Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022. Institute of Electrical and Electronics Engineers Inc. 2022. p. 614-615. (Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022). doi: 10.1109/ICHI54592.2022.00123

Sheng, Zhecheng ; Bollig, Emma R ; Granick, Jennifer et al. / Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes. Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022. Institute of Electrical and Electronics Engineers Inc., 2022. pp. 614-615 (Proceedings - 2022 IEEE 10th International Conference on Healthcare Informatics, ICHI 2022).

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abstract = "This work demonstrates a NLP pipeline on classifying different canine parvovirus diagnosis from visit summaries. The preliminary results show promising efficacy in employing BERT based models for this task. This work also reveals a way to make use of the largely untapped data from veterinary free-text fields to help improve pet health.",

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note = "Funding Information: This research is made possible with funding from Merck Animal Health Publisher Copyright: {\textcopyright} 2022 IEEE.; 10th IEEE International Conference on Healthcare Informatics, ICHI 2022 ; Conference date: 11-06-2022 Through 14-06-2022",

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ER -

Canine Parvovirus Diagnosis Classification Utilizing Veterinary Free-Text Notes

Abstract

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