A systematic review by BMJ Open examined 52 ML studies in rheumatoid arthritis, revealing that 42 studies ignored sex bias issues. This omission, despite skewed data, underlines a gap in addressing fairness in healthcare. It’s an important cue for professionals to revisit bias mitigation in clinical research for more reliable outcomes.