No, Call the Midwife season 11 is not based on a true story. The series was inspired by memoirs penned by Jennifer Worth–Call the Midwife, Shadows of the Workhouse, and Farewell to the East End. Many of the characters and events in the early seasons were taken from these books; however, the show is ultimately a work of fiction.