Do male chairs of surgery have implicit gender bias in the residency application process?

•Female students invited to interview at a top academic surgery residency had higher quality letters of recommendation.•Asian medical students had an increased use of stand-out adjectives, but significantly less discussion of personality.•Changes to the residency application processes are needed to mitigate implicit bias in trainee selection.