@article{malioukis2026-41743052,
  author  = {Malioukis, Alex and Snead, R Sterling and Marczika, Julia and Ambalavanan, Radha and Towett, Gideon and Mbogori-Kairichi, Mercy},
  title   = {{Digital biomarkers for early agitation detection in dementia: a scoping review of emerging wearable and smart technologies for personalized care}},
  journal = {Frontiers in Neurology},
  year    = {2026},
  doi     = {10.3389/fneur.2026.1683517},
  pmid    = {41743052},
  url     = {https://doi.org/10.3389/fneur.2026.1683517}
}