Experience of Cardiovascular and Cerebrovascular Disease Surgery Patients: Sentiment Analysis Using the Korean Bidirectional Encoder Representations from Transformers (KoBERT) Model

Different patient groups experience distinct emotional and practical challenges postdischarge. Particularly, keywords within the TCM framework highlight that cerebrovascular surgery patients require robust rehabilitation and caregiver support, whereas cardiovascular surgery patients need better cost management. These findings underscore the importance of personalized transitional care strategies tailored for cardiovascular and cerebrovascular diseases. The insights derived from this study can guide health care policymakers in designing more targeted and patient-centered interventions to improve postdischarge care and patient-centered transitional care, ensuring continuous and effective postoperative management.

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Publication Details

Journal
JMIR Medical Informatics
Published
2025-05-30
DOI
https://doi.org/10.2196/65127
Primary Topic
Cardiac Health and Mental Health
Type
article
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article

Experience of Cardiovascular and Cerebrovascular Disease Surgery Patients: Sentiment Analysis Using the Korean Bidirectional Encoder Representations from Transformers (KoBERT) Model

Yukyung Park, Heui Sug Jo, Ye Jun Kim, Hocheol Lee et al.
JMIR Medical Informatics
Cardiac Health and Mental Health
article

Experience of Cardiovascular and Cerebrovascular Disease Surgery Patients: Sentiment Analysis Using the Korean Bidirectional Encoder Representations from Transformers (KoBERT) Model

Yukyung Park, Heui Sug Jo, Ye Jun Kim, Hocheol Lee, Yu Seong Hwang
article en

Abstract

Different patient groups experience distinct emotional and practical challenges postdischarge. Particularly, keywords within the TCM framework highlight that cerebrovascular surgery patients require robust rehabilitation and caregiver support, whereas cardiovascular surgery patients need better cost management. These findings underscore the importance of personalized transitional care strategies tailored for cardiovascular and cerebrovascular diseases. The insights derived from this study can guide health care policymakers in designing more targeted and patient-centered interventions to improve postdischarge care and patient-centered transitional care, ensuring continuous and effective postoperative management.

JMIR Medical InformaticsVol. 13
Kangwon National University (KR), Yonsei University (KR), Kangwon National University Hospital (KR)
Good health and well-being
Openalex Percentile: Top 78%
Cardiac Health and Mental Health
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Experience of Cardiovascular and Cerebrovascular Disease Surgery Patients: Sentiment Analysis Using the Korean Bidirectional Encoder Representations from Transformers (KoBERT) Model — Yukyung Park, Heui Sug Jo, et al. · JMIR Medical Informatics (2025) | TGRS Research Map | TGRS