Simplifying Medical Report: A Novel Approach to Medical Reporting Using OCR Technology

One of the most important challenges in healthcare informatics is medical document processing. In this paper, we present a Medical Report Simplifier, an innovative NLP and machine learning-based system capable of automatically extracting, analysing and summarising medical reports from various files. Proposed system has achieved high accuracy of extracting texts, analysis of reports in terms of features, and generating a readable summary. Implementing concurrent processing, caching mechanisms, and multi-prompt language models, the application enables fast, accurate medical report insights while maintaining data privacy and computational efficiency.

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Publication Details

Published
2025-04-04
DOI
https://doi.org/10.1109/iccsai64074.2025.11064715
Primary Topic
Machine Learning in Healthcare
Type
article
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article

Simplifying Medical Report: A Novel Approach to Medical Reporting Using OCR Technology

Ritesh Verma, Sudhanshu Shukla, Sameer Awasthi, Shailesh Pandey
Machine Learning in Healthcare
article

Simplifying Medical Report: A Novel Approach to Medical Reporting Using OCR Technology

Ritesh Verma, Sudhanshu Shukla, Sameer Awasthi, Shailesh Pandey
article en

Abstract

One of the most important challenges in healthcare informatics is medical document processing. In this paper, we present a Medical Report Simplifier, an innovative NLP and machine learning-based system capable of automatically extracting, analysing and summarising medical reports from various files. Proposed system has achieved high accuracy of extracting texts, analysis of reports in terms of features, and generating a readable summary. Implementing concurrent processing, caching mechanisms, and multi-prompt language models, the application enables fast, accurate medical report insights while maintaining data privacy and computational efficiency.

Bansal Institute Of Research Technology & Science (IN)
Openalex Percentile: Top 92%
Machine Learning in Healthcare
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