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This paper is in the following e-collection/theme issue:

Design and Usability of Consumer Health Tech and Home Monitoring Devices (443) Open Source Software (24) Knowledge Translation and Implementation Science (761) mHealth in the Developing World/LMICs, Underserved Communities, and for Global Health (968) mHealth for Wellness, Behavior Change and Prevention (4236) Innovations in Mental Health Systems (659) Formative Evaluation of Digital Health Interventions (5027) Mental Health Issues in Adolescence (754) Engagement with and Adherence to Digital Health Interventions, Law of Attrition (796)

Published on in Vol 13 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/79107, first published .
Two Black women with braided hair look at a phone and money.

Early Deployment of an Integrated Digital Platform (shamiriOS) for Scalable Youth Mental Health Service Delivery in Kenya: Development and Usability Study

Early Deployment of an Integrated Digital Platform (shamiriOS) for Scalable Youth Mental Health Service Delivery in Kenya: Development and Usability Study

Authors of this article:

Shadrack Lilan1 Author Orcid Image ;   Tom L Osborn1 Author Orcid Image ;   Wendy Mmbone1 Author Orcid Image ;   Jean Kasudi1 Author Orcid Image ;   Benny Otieno1 Author Orcid Image ;   Ichami Etyang1 ;   Jianing Tu2 ;   Edmund Korley3 Author Orcid Image ;   Christine Wasanga1, 4 Author Orcid Image
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Journals

  1. Lilan S, Mochama B, Osborn T, Mmbone W, Kilonzo R, Kamau F, Daya R, Wasanga C. Automated Fidelity Monitoring of Lay-Delivered Mental Health Interventions Using Large Language Models: Development and Pilot Validation of shamiriAI in Kenya. JMIR AI 2026;5:e95063 View