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AI-enhanced rapid diagnostic testing platform for mass opisthorchiasis screening.

Prem Junsawang1, Anchalee Techasen2,3, Kannika Wiratchawa1

  • 1Visual Intelligence Laboratory, Department of Statistics, Faculty of Science, Khon Kaen University, Khon Kaen, Thailand.

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A new AI-powered platform standardizes Opisthorchis viverrini (OV) rapid diagnostic test (RDT) interpretation for mass screening. This technology improves early detection of liver fluke infections, crucial for preventing cholangiocarcinoma in Southeast Asia.

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Area of Science:

  • Medical Diagnostics
  • Artificial Intelligence in Public Health
  • Parasitology

Background:

  • Cholangiocarcinoma (CCA) is a significant health concern in the Mekong Basin, strongly associated with Opisthorchis viverrini (OV) infection.
  • Early detection of OV infection is vital for at-risk populations in endemic areas.
  • Current OV rapid diagnostic tests (RDTs) rely on subjective visual interpretation, leading to variability and data digitization challenges.

Purpose of the Study:

  • To introduce the OV-RDT platform, a cloud-based AI system for standardized interpretation of OV-RDT results.
  • To facilitate efficient mass screening for opisthorchiasis.
  • To enhance early detection and public health interventions in OV-endemic regions.

Main Methods:

  • Development of a cross-platform (Android/iOS) cloud-based system with a mobile app, intelligent dashboard, and AI/data processing servers.
  • Implementation of AI models (EfficientNet-B5) for image quality assessment and T-band grading of OV-RDT images.
  • Extensive field validation in northeastern Thailand, processing over 100,000 samples.

Main Results:

  • The AI platform demonstrated high accuracy: 98% for image quality assessment and 95% for OV infection grading.
  • The system processed over 100,000 samples effectively during field testing in a high-prevalence region.
  • Healthcare workers reported high satisfaction (4.41/5.00) with the user-friendly interface and dashboard capabilities.

Conclusions:

  • The OV-RDT platform offers a standardized, AI-driven solution for mass screening of opisthorchiasis.
  • The technology shows significant promise for improving early detection and public health strategies in Southeast Asia.
  • Further external validation is recommended to confirm generalizability across diverse geographical areas.