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Salesforce AI Associate: How Data Quality Impacts AI Applications in Healthcare

Learn how data quality impacts AI applications in healthcare with this guide. Find out what data quality is, why it is important, and how it affects the accuracy and reliability of medical predictions and diagnoses.

Table of Contents

Question

A healthcare company implements an algorithm to analyze patient data and assist in medical diagnosis. Which primary role does data Quality play In this AI application?

A. Enhanced accuracy and reliability of medical predictions and diagnoses
B. Ensured compatibility of AI algorithms with the system’s Infrastructure
C. Reduced need for healthcare expertise in interpreting AI outouts

Answer

A. Enhanced accuracy and reliability of medical predictions and diagnoses

Explanation

The correct answer is A. Enhanced accuracy and reliability of medical predictions and diagnoses. Data quality plays a primary role in this AI application, as it affects the performance and accuracy of the algorithm that analyzes patient data and assists in medical diagnosis. Data quality refers to the characteristics of the data, such as completeness, correctness, consistency, timeliness, and relevance. High-quality data can help the algorithm to learn from reliable and relevant information, and produce accurate and reliable medical predictions and diagnoses. Low-quality data can impair the algorithm’s ability to learn effectively, and lead to inaccurate or unreliable medical predictions and diagnoses, which can have serious consequences for the patients’ health and well-being.

Data quality plays a crucial role in enhancing the accuracy and reliability of medical predictions and diagnoses. Poor data quality can lead to inaccurate or misleading results, which can have serious consequences for patients’ health and well-being. Therefore, it is important to ensure that the data used for AI applications in healthcare is accurate, complete, consistent, and relevant.

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