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Analyzing Explainable AI in Healthcare and the Pharmaceutical Industry
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Price: $335.00
(as of Dec 24,2024 21:42:46 UTC – Details)
ASIN : B0D6J5Q5XN
Publisher : IGI Global (June 5, 2024)
Language : English
Hardcover : 300 pages
ISBN-13 : 979-8369354681
Item Weight : 1.7 pounds
Dimensions : 7 x 0.75 x 10 inches
Explainable AI (XAI) is a rapidly growing field in healthcare and the pharmaceutical industry that aims to make artificial intelligence algorithms more transparent and understandable to humans. In this post, we will delve into how XAI is being used in these sectors and the benefits it offers.
XAI is particularly crucial in healthcare and the pharmaceutical industry, where decisions made by AI algorithms can have life-or-death implications. By providing explanations for the recommendations and predictions made by AI, XAI enables healthcare professionals to trust and understand the technology, leading to better decision-making.
In healthcare, XAI is being used to improve diagnosis and treatment decisions, identify high-risk patients, and predict patient outcomes. For example, XAI can help doctors understand why a certain diagnosis was made, which features were most important in making the prediction, and how confident the algorithm is in its decision.
In the pharmaceutical industry, XAI is being used to accelerate drug discovery and development, predict drug interactions and side effects, and optimize clinical trials. By providing explanations for the predictions made by AI models, researchers can gain insights into the mechanisms of action of drugs and understand why certain compounds are more likely to succeed.
Overall, XAI in healthcare and the pharmaceutical industry offers several benefits, including increased trust in AI algorithms, improved decision-making, better patient outcomes, and enhanced collaboration between humans and machines. As the field of XAI continues to evolve, we can expect to see even more innovative applications in these sectors, ultimately leading to a more transparent and effective healthcare system.
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