Published Research Paper | Artificial Intelligence & Machine Learning

Apr 18, 2022

RoundSqr’s team is extremely delighted to share that our research paper on “Assessment of Anatomical Changes in Advanced Chronic Venous Insufficiency Using Artificial Intelligence and Machine Learning Techniques” is published in the Journal of Vascular Surgery, Society for Vascular Sugery & American Venous Forum.

Article Overview
Advanced chronic venous insufficiency (CVI) is characterized by significant and unique morphological changes in the legs such as swelling, discoloration, loss of subcutaneous and muscle tissue in the lower part of the leg (inverted Champaign bottle appearance), and ulceration. These changes are not uniform and do not progress linearly with time. Widely used reporting tools like CEAP classification are descriptive. Currently, there are no reliable and objective methods to assess and monitor these soft tissue changes with time and after therapy. The purpose of this study is to create an artificial intelligence model that could differentiate between advanced CVI and early-stage CVI/normal legs and quantify these changes in soft tissues objectively.


Chief Data Scientist
Dr. Gnaneshwar, Care Hospitals, Speaker at AI in Clinical Practice
Consultant Surgeon
CARE Hospitals
Dr. Viswanath, Care Hospitals
Specialist Registrar
CARE Hospitals
Data Scientist
RoundSqr Alumni
About Journal of Vascular Surgery

Journal of Vascular Surgery ® is dedicated to the science and art of vascular surgery and aims to be the premier international journal of medical, endovascular and surgical care of vascular diseases. Since the first issue was released in 1984, the goal of the journal has been to improve the management of patients with vascular diseases by publishing relevant papers that report important medical, surgical and endovascular advances, test new hypotheses, and address current controversies. To achieve this goal, the Journal will publish original clinical and laborartory research studies, case series, reviews, guidelines and papers that comment on the social, economic, educational, ethical, legal, and political factors that relate to these aims.

As the official publication of The Society for Vascular Surgery ®, the Journal will publish, after careful peer review, selected papers presented at the annual meetings of those organizations and affiliated vascular societies, as well as original articles and invited reviews from members and nonmembers.

You can view the Journal of Vascular Surgery ® online at

About Society for Vascular Surgery (SVS)

The Society for Vascular Surgery® (SVS) seeks to advance excellence and innovation in vascular health through education, advocacy, research and public awareness. The organization was founded in 1946 and currently has a membership of more than 6,000. SVS membership is recognized in the vascular community as a mark of professional achievement.

For more information, visit

About American Venous Forum
The American Venous Forum (AVF), is dedicated to improving the care of patients with venous and lymphatic disease. Founded in 1988, AVF fosters cutting edge research and clinical innovation and educates health care professionals, patients and policy makers about venous and lymphatic diseases. AVF’s leadership and membership are recognized internationally as thought leaders, expert investigators and clinicians in venous and lymphatic disease.
For more information, visit
About RoundSqr

Headquartered in Hyderabad, RoundSqr is a digital company (Data, Analytics [AI / ML / CV], Blockchain). We help Businesses define problems and solve them using emerging technologies, typically in the areas of customer engagement, employee empowerment, and operational efficiencies. We are your DIGITAL PITSTOP, providing you with the right support, at the right time, quickly, to let you drive your business better and faster.

The name RoundSqr (round pegs in square holes, from the Apple ‘Think Different’ ads) is a philosophy that mandates us to think differently and do whatever-it-takes to make our clients successful. We have delivered solutions that our clients are filing patents for and launching businesses around. Our customers themselves span geographies, industries (healthcare, manufacturing…) and type (Fortune1000, half-a-century old, mid-size and start-ups). In just 2 years, the company has grown to over 100 employees, with 30 global clients and 3 offices.

For more information, visit