Is AI the Future of Healthcare Marketing The Generative AI Use Cases Circuit Diagram enables early detection of the disease and can be used as a physician's decision-making aid (Zhuang et al., 200 9) . Therefore, the medical, computer, and statistical fields face the

Many research disciplines have uncovered machine learning-based disease diagnostics throughout the years. Figure 5 depicts a schematic representation of machine learning-based disease detection spread across several research fields. According to the graph, computer science (40%) and engineering (31.2%) are two dominating fields that vigorously Abstract. Artificial intelligence can assist providers in a variety of patient care and intelligent health systems. Artificial intelligence techniques ranging from machine learning to deep learning are prevalent in healthcare for disease diagnosis, drug discovery, and patient risk identification.

Transforming Disease Surveillance through Artificial Intelligence Circuit Diagram
Disease diagnosis is the identification of an health issue, disease, disorder, or other condition that a person may have. Disease diagnoses could be sometimes very easy tasks, while others may be a bit trickier. There are large data sets available; however, there is a limitation of tools that can accurately determine the patterns and make predictions. The traditional methods which are used to

By integrating AI into the laboratory data workflow, routine lab results could be combined with other relevant patient information such as age, gender, etc., for use within disease-specific predictive models. By combining this information, labs have the potential to generate disease-specific patient probability scores to help alert physicians to areas of concern and/or potential patient risk

Healthcare Circuit Diagram
Artificial intelligence (AI), or machine learning, is an ancient concept based on the assumption that human thought and reasoning can be mechanized. In an era where rapid disease detection and response are critical, Artificial Intelligence (AI) offers unique opportunities to enhance disease surveillance.
