A UK Biobank analysis of 66,483 adults found that longer daily moderate-to-vigorous activity bouts and less fragmented activity were associated with lower subsequent risks of inpatient diagnoses of dementia, depression, and anxiety, independent of total activity time. In neuroimaging data from 13,108 participants, these activity patterns were also associated with more favorable brain measures, although the observational analyses cannot establish cause and effect.