You are developing a binary classification machine learning algorithm to detect whether a scanned document image contains a company's logo. The dataset is highly imbalanced with 96% of the examples not containing the logo. Given this class imbalance, which metric would provide the most balanced and comprehensive evaluation of your model's performance in identifying the presence of the logo?