An expandable approach for design and personalization of digital, just-in-time adaptive interventions

Gonul S., Namli T., Huisman S., Erturkmen G. B. L., TOROSLU İ. H., COŞAR A.

JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, cilt.26, sa.3, ss.198-210, 2019 (SCI-Expanded) identifier identifier identifier

  • Yayın Türü: Makale / Tam Makale
  • Cilt numarası: 26 Sayı: 3
  • Basım Tarihi: 2019
  • Doi Numarası: 10.1093/jamia/ocy160
  • Dergi Adı: JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION
  • Derginin Tarandığı İndeksler: Science Citation Index Expanded (SCI-EXPANDED), Social Sciences Citation Index (SSCI), Scopus
  • Sayfa Sayıları: ss.198-210
  • Anahtar Kelimeler: just-in-time adaptive interventions, personalized intervention delivery, reinforcement learning, digital intervention design, m-health, SMARTPHONE APPLICATION, BEHAVIOR, MANAGEMENT, MODELS
  • Orta Doğu Teknik Üniversitesi Adresli: Evet

Özet

Objective: We aim to deliver a framework with 2 main objectives: 1) facilitating the design of theory-driven, adaptive, digital interventions addressing chronic illnesses or health problems and 2) producing personalized intervention delivery strategies to support self-management by optimizing various intervention components tailored to people's individual needs, momentary contexts, and psychosocial variables.