Understanding the Clinical Context of Medication Change Events in Clinical Narratives using Pre-trained Clinical Language Models

Author:

Chen Tzu-Ying1ORCID,Aquino Jean Aristide1ORCID,Chiu Yu-Wen1ORCID,Yeh Wen-Chao2ORCID,Chang Yung-Chun1ORCID

Affiliation:

1. Graduate Institute of Data Science, Taipei Medical University, Taiwan

2. Institute of Information Systems and Applications, National Tsing Hua University, Taiwan

Funder

Taiwan National Science and Technology Council

Publisher

ACM

Reference21 articles.

1. Liu , M. , Jiang , M. , Kawai , V. K. , Stein , C. M. , Roden , D. M. , Denny , J. C. , & Xu , H. ( 2011 ). Modeling drug exposure data in electronic medical records: an application to warfarin. In AMIA annual symposium proceedings (Vol . 2011, p. 815). American Medical Informatics Association . Liu, M., Jiang, M., Kawai, V. K., Stein, C. M., Roden, D. M., Denny, J. C., & Xu, H. (2011). Modeling drug exposure data in electronic medical records: an application to warfarin. In AMIA annual symposium proceedings (Vol. 2011, p. 815). American Medical Informatics Association.

2. Meystre SM Kim Y Heavirland J Williams J Bray BE Garvin J. Heart failure medications detection and pre- scription status classification in clinical narrative documents. Stud Health Technol Inform. 2015;216:609-613. Meystre SM Kim Y Heavirland J Williams J Bray BE Garvin J. Heart failure medications detection and pre- scription status classification in clinical narrative documents. Stud Health Technol Inform. 2015;216:609-613.

3. Alba PR Patterson OV Richman JS DuVall SL. Automatic Methods to Extract Prescription Status Quality Measures from Unstructured Health Records. Stud Health Technol Inform. 2019 Aug 21;264:15-19. Alba PR Patterson OV Richman JS DuVall SL. Automatic Methods to Extract Prescription Status Quality Measures from Unstructured Health Records. Stud Health Technol Inform. 2019 Aug 21;264:15-19.

4. Fan , Y. , He , L. , & Zhang , R. ( 2016 , December). Classification of use status for dietary supplements in clinical notes . In 2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (pp. 1054-1061) . IEEE. Fan, Y., He, L., & Zhang, R. (2016, December). Classification of use status for dietary supplements in clinical notes. In 2016 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (pp. 1054-1061). IEEE.

5. Fan Y Zhang R. Using natural language processing methods to classify use status of dietary supplements in clinical notes. BMC Med Inform Decis Mak. 2018;18(Suppl 2):51. Fan Y Zhang R. Using natural language processing methods to classify use status of dietary supplements in clinical notes. BMC Med Inform Decis Mak. 2018;18(Suppl 2):51.

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