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Automated Fidelity Monitoring of Lay-Delivered Mental Health Interventions Using Large Language Models: Development and Pilot Validation of shamiriAI in Kenya

Shadrack Lilan; Brandon Mochama; Tom Osborn; Wendy Mmbone; Rachael Kilonzo; Faith Kamau; Rahim Daya; Christine Wasanga

JMIR AI · JMIR Publications Inc. · Published: 2026-07-23

Journal article in Europe PMC

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