Author Archives for zain

Machine Learning Disparities in People of Color – Analyzing The Impact In Healthcare

June 16, 2023 12:23 pm Published by Comments Off on Machine Learning Disparities in People of Color – Analyzing The Impact In Healthcare

Authors: Amina Khalpey, PhD, Kirtana Roopan, Zain Khalpey, MD, PhD, FACS Machine learning tools in healthcare are rapidly gaining popularity as a means of improving accuracy and efficiency in diagnosing and predicting diseases, including cardiovascular disease (CVD). However, questions have arisen as to the reliability of these tools in people of color, who are often [...]


How Generative AI Can Help Reduce Medical Errors

June 16, 2023 11:59 am Published by Comments Off on How Generative AI Can Help Reduce Medical Errors

Authors: Amina Khalpey, PhD, Brynne Rozell, DO, Jessa Deckwa, BS, Kirtana Roopan, Zain Khalpey, MD, PhD, FACS In recent years, there has been a significant increase in the use of Artificial Intelligence (AI) in healthcare. With the advancement in machine learning algorithms, AI has shown potential in the early detection, diagnosis, and treatment of various [...]


Medical Mayhem: How Poor Data Labeling is Sabotaging AI in Healthcare

May 24, 2023 11:44 pm Published by Comments Off on Medical Mayhem: How Poor Data Labeling is Sabotaging AI in Healthcare

Authors: Amina Khalpey, PhD, Kirtana Roopan, Jessa Deckwa, BS, and Zain Khalpey, MD, PhD, FACS Abstract Data labeling is a critical facet of AI in healthcare. Its significance grows in parallel with our reliance on machine learning and other AI technologies. This paper illuminates the role of data labeling in healthcare, outlines the risks of [...]


Harnessing AI and ML Algorithms for Value-Based Care Models in Healthcare

May 22, 2023 7:43 pm Published by Comments Off on Harnessing AI and ML Algorithms for Value-Based Care Models in Healthcare

Authors: Jessa Deckwa, BS, Mayur Bhakta, MD, & Zain Khalpey, MD, PhD, FACS Abstract The rapid advancements in artificial intelligence (AI) and machine learning (ML) have the potential to revolutionize healthcare delivery by enabling value-based care models that prioritize patient outcomes and cost efficiency. This white paper examines the role of AI and ML in [...]


How Ai Can Reduce Physician Burnout

May 15, 2023 5:11 am Published by Comments Off on How Ai Can Reduce Physician Burnout

Authors: Amina Khalpey, PhD, Brynne Rozell, DO, Zain Khalpey, MD, PhD, FACS Physician burnout is a syndrome characterized by emotional exhaustion, depersonalization, and a reduced sense of personal accomplishment. It is a common problem among healthcare providers and has been recognized as a public health crisis. Burnout can occur when the demands of work exceed [...]


A White Paper on How Quantum Machine Learning Is Ready For Primetime in Healthcare

May 15, 2023 4:22 am Published by Comments Off on A White Paper on How Quantum Machine Learning Is Ready For Primetime in Healthcare

Authors: Amina H Khalpey, PhD, Antoni Macko, PhD, Zain Khalpey, MD, PhD, FACS Quantum computing has long been touted as the next revolution in computing technology, offering unprecedented processing power and the ability to solve problems beyond the reach of classical computers. Machine learning has also been making significant strides in healthcare, with applications ranging [...]


Humanizing Artificial Intelligence Creates Better Doctors

May 15, 2023 4:04 am Published by Comments Off on Humanizing Artificial Intelligence Creates Better Doctors

Authors: Amina Khalpey, PhD, Ujjawal Kumar, BA, Zain Khalpey, MD, PhD, FACS Artificial intelligence (AI) has been making significant strides in healthcare, in areas including: improving the accuracy of medical diagnoses, predicting diseases, and identifying treatment options. While these technological advancements hold great potential to improve outcomes in healthcare and patient care, many people are [...]


Problems of Bringing Machine Learning to The Bedside in Healthcare

May 15, 2023 3:45 am Published by Comments Off on Problems of Bringing Machine Learning to The Bedside in Healthcare

Authors: Amina Khalpey, PhD, Ujjawal Kumar, BA, Ezekiel Mendoza, BS, Zain Khalpey, MD, PhD, FACS With the development and advances in AI technology, its potential utility in healthcare at the bedside is apparent. However, there are multiple problems with its implementation at the bedside. The Challenge of Integrating AI With Existing Healthcare Infrastructure One significant [...]


Machine Learning Algorithms in Predicting Silent Hypoxia

May 10, 2023 5:48 pm Published by Comments Off on Machine Learning Algorithms in Predicting Silent Hypoxia

Authors: Amina Khalpey, PhD, Brynne Rozell, BS, Ujjawal Kumar, BA, Ezekiel Mendoza, BS, Zain Khalpey, MD, PhD, FACS Machine learning (ML) algorithms have revolutionized the field of healthcare by enabling the analysis of vast amounts of data, much greater than what is possible by human processing. The use of ML algorithms is now possible to [...]


How Generative AI Will Benefit Physicians and Patients

May 10, 2023 5:11 pm Published by Comments Off on How Generative AI Will Benefit Physicians and Patients

Authors: Amina Khalpey, PhD, Brynne Rozell, BS, Zain Khalpey, MD, PhD, FACS Generative AI is a branch of Artificial Intelligence that focuses on generating new data or insights based on a given set of input data or criteria. Generative AI techniques such as Generative Adversarial Networks (GANs), Variational Autoencoders (VAEs), and Deep Belief Networks (DBNs) [...]