What are the Challenges in Implementing Sentiment Analysis?
Despite its benefits, sentiment analysis in epidemiology faces several challenges:
Data Quality: The quality of data from social media and other sources can be inconsistent, containing noise, spam, or irrelevant information. Language and Context: Sentiment analysis tools must accurately interpret context, slang, and regional dialects, which can be particularly challenging. Algorithm Bias: The algorithms used may have inherent biases, leading to skewed results and misinterpretations.