Public Covid-19 X-ray datasets and their impact on model bias – A systematic review of a significant problem

•First systematic review on publicly available COVID-19 X-ray imaging datasets.•Emphasis on dataset characteristics relevant for risk of inducing bias/confounding to models.•The most popular datasets were found at very high risk of inducing bias to models.•Providing guidance for efficient medical image analysis using COVID-19 X-ray imaging datasets.