Development of a Domain-specific Summarization Model for Patient Reports using Named Entity Recognition, Sentiment Analysis, and Abstraction-based Summarization Techniques
A.BABISHA
, RASHINI.H , KEERTHE.B
Summarization, Patient Information, Customized Approach, Domain- Specific Knowledge, Machine Learning.
The ability to effectively summarize patient information is critical for healthcare
providers who must make informed decisions about patient care. In this paper, we
present a customized summarization model designed specifically for patient
information. Our model takes as input a variety of patient information, including
demographic information, medical history, diagnosis, treatment plan, and response
to treatment, and generates a concise summary that is easily understandable to
anyone reading it. To develop our model, we utilized domain specific knowledge,
including medical terminology and treatment protocols, and leveraged machine
learning techniques such as natural language processing and deep learning. Our
model was evaluated on a sample of patient reports and achieved high levels of
accuracy and precision, demonstrating its effectiveness for summarizing patient
information.
"Development of a Domain-specific Summarization Model for Patient Reports using Named Entity Recognition, Sentiment Analysis, and Abstraction-based Summarization Techniques", TIJER - TIJER - INTERNATIONAL RESEARCH JOURNAL (www.TIJER.org), ISSN:2349-9249, Vol.11, Issue 2, page no.28-33, February-2024, Available :https://tijer.org/TIJER/papers/TIJERB001005.pdf
Volume 11
Issue 2,
February-2024
Pages : 28-33
Paper Reg. ID: TIJER_150950
Published Paper Id: TIJERB001005
Downloads: 000272
Research Area: Science and Technology
Country: THIRUVALLUR, TAMILNADU, India
ISSN: 2349-9249 | IMPACT FACTOR: 8.57 Calculated By Google Scholar | ESTD YEAR: 2014
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.57 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
Publisher: TIJER (IJ Publication) Janvi Wave
