ISSN2320-2882
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Paper Title

AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES

Authors

Vinithashri. S , Aarthi. S , Reshma. R , Sandhiya. B , Mrs. N. Shuruthi

Keywords

Artificial Intelligence, Deep Learning, Cardiomegaly Detection, Health Screening, Convolutional Neural Networks, Clinical Decision Support

Abstract

Early diagnosis of chronic and life-threatening diseases remains a significant challenge in modern healthcare systems, particularly in rural and resource-constrained environments. Conditions such as cardiomegaly, diabetes, hypertension, and anemia often go undetected until they reach advanced stages due to limited access to diagnostic tools and medical expertise. This paper presents an AI-based multi-modal health screening system that integrates deep learning techniques with clinical parameter analysis to provide a comprehensive and accessible diagnostic solution. The proposed system employs a Convolutional Neural Network (CNN) model to analyze chest X-ray images for the detection of cardiomegaly, while simultaneously evaluating patient health parameters such as blood pressure, blood sugar levels, body mass index, hemoglobin concentration,and creatinine levels to predict multiple diseases. A user-friendly web interface is developed using Streamlit to facilitate seamless interaction, real-time predictions, and clear visualization of results. The system is designed to assist in preliminary screening and does not aim to replace professional medical diagnosis. Experimental evaluation demonstrates that the proposed approach is efficient, scalable, and capable of delivering reliable results, thereby making it suitable for deployment in low-resource healthcare settings.

How To Cite

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IJCRT — journal style
"AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES", IJCRT - International Journal of Creative Research Thoughts (www.ijcrt.org), ISSN:2320-2882, Vol.14, Issue 4, page no.j426-j432, April 2026, Available :https://ijcrt.org/papers/IJCRT26A4094.pdf
APA — 7th edition
S, V., S, A., R, R., B, S., & Shuruthi, N. (2026). AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES. International Journal of Creative Research Thoughts, 14(4), j426-j432. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094
MLA — 9th edition
S, Vinithashri., et al. "AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES." International Journal of Creative Research Thoughts, vol. 14, no. 4, 2026, pp. j426-j432, https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094.
Chicago — 17th, bibliography
S, Vinithashri., et al. "AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES." International Journal of Creative Research Thoughts 14, no. 4 (2026): j426-j432. https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094.
Harvard — author–date
S, V. et al. (2026) 'AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES', International Journal of Creative Research Thoughts, 14(4), pp. j426-j432. Available at: https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094
IEEE — numbered reference
V. S, A. S, R. R, S. B and N. Shuruthi, "AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES," IJCRT, vol. 14, no. 4, pp. j426-j432, Apr. 2026.
Vancouver — biomedical
S V, S A, R R, B S, Shuruthi N. AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES. IJCRT. 2026 Apr;14(4):j426-j432.
AMA — 11th edition
S V, S A, R R, B S, Shuruthi N. AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES. IJCRT. 2026;14(4):j426-j432. Accessed at https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094
BibTeX — Zotero, Mendeley, LaTeX
@article{IJCRT26A4094, author = {Vinithashri. S and Aarthi. S and Reshma. R and Sandhiya. B and N. Shuruthi}, title = {AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES}, journal = {International Journal of Creative Research Thoughts}, volume = {14}, number = {4}, pages = {j426-j432}, year = {2026}, month = {April}, issn = {2320-2882}, url = {https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094} }
RIS — EndNote, RefWorks
TY - JOUR AU - S, Vinithashri. AU - S, Aarthi. AU - R, Reshma. AU - B, Sandhiya. AU - Shuruthi, N. TI - AUTOMATIC CALCULATION OF CARDIO METRIC COEFFICIENTS ON CHEST X-RAY IMAGES T2 - International Journal of Creative Research Thoughts JA - IJCRT VL - 14 IS - 4 PY - 2026 SN - 2320-2882 UR - https://ijcrt.org/viewpaperforall.php?paper=IJCRT26A4094 SP - j426-j432 ER -

Issue

Volume 14 Issue 4, April-2026
Pages : j426-j432

Article Information

Pages
j426-j432
Published
April 2026
Registration ID
IJCRT_305377
Published Paper ID
IJCRT26A4094
Research Area
Science and Technology
Author Type
Indian Author
Location
India
Licence
CC BY 4.0 · Open Access
ISSN & Impact Factor
2320-2882 · IF 9.17
Downloads
145

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International Journal of Creative Research Thoughts Published by IJCRT Publication
2320-2882 ISSN
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© 2026 — Authors hold the copyright of this article. This work is licensed under a Creative Commons Attribution 4.0 International License and The Open Definition. This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits unrestricted use, distribution and reproduction in any medium, provided the original author and source are credited.
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Declarations

Funding

No external funding was received for this study.

Conflict of Interest

The authors declare that they have no conflict of interest.

Acknowledgements

The authors would like to thank the reviewers and the editorial board of International Journal of Creative Research Thoughts for their careful reading and constructive comments, and all colleagues who supported the preparation of this manuscript.

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