Medical Consultation and HIV Testing After AI-Based Symptom Check: Retrospective Cohort Study - Report - MDSpire

Medical Consultation and HIV Testing After AI-Based Symptom Check: Retrospective Cohort Study

  • By

  • Nao Taguchi

  • Kunihiro Hirahara

  • Keisuke Harada

  • Keisuke Orimo

  • KuanYeh Lee

  • Kota Iwahashi

  • Akifumi Imamura

  • June 18, 2026

  • 0 min

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Clinical Report: Evaluation of Medical Consultations and HIV Testing Following AI-Driven Symptom Assessment

Overview

This study examines factors influencing medical consultations and HIV testing behaviors among individuals identified through an AI-based symptom checker.

Background

HIV remains a critical public health challenge, with millions living with the virus and many unaware of their status. The '95-95-95' targets set by the Joint United Nations Program on HIV/AIDS emphasize the importance of diagnosing individuals with HIV to facilitate timely treatment and care. In Japan, approximately 30% of individuals are diagnosed at advanced stages of HIV.

Data Highlights

No numerical data provided in the source material.

Key Findings

  • Approximately 30% of the Japanese population diagnosed with HIV has been identified at the AIDS stage.
  • HIV testing rates declined significantly during the COVID-19 pandemic but began to recover by 2022.
  • Only about 5% of patients who tested for syphilis also underwent HIV testing.
  • Factors influencing late HIV diagnosis include age, heterosexual transmission, and living outside metropolitan areas.
  • AI and digital technologies may enhance the identification of at-risk individuals for HIV testing.

Clinical Implications

Healthcare providers should consider integrating AI-driven tools to identify individuals at risk for HIV and facilitate timely testing. Understanding barriers to testing can help tailor interventions to improve diagnosis rates.

Conclusion

The study underscores the potential of AI-driven approaches to enhance HIV testing and diagnosis, particularly among high-risk populations. Continued efforts are necessary to achieve the first '95' target of the global HIV strategy.

Related Resources & Content

  1. Joint United Nations Program on HIV/AIDS, UNAIDS, 2024 -- Global HIV & AIDS statistics
  2. WHO, WHO, 2024 -- HIV Testing Services
  3. CDC, CDC, 2025 -- Getting Tested for HIV
  4. Open Forum Infectious Diseases — Evaluation of the VISITECT CD4 Advanced Disease Test's Accuracy and Acceptability Relative to the PIMA CD4 Test in Point-of-Care Settings Within the Advanced HIV Disease Care Framework: A Mixed-Methods Investigation
  5. Infection — Management Strategies for Older Adults with HIV in Europe: Perspectives from Healthcare Providers
  6. Infection — Analyzing HIV-Indicator Conditions in Two Nationwide Longitudinal Cohorts of Individuals Living with HIV in Germany (1999–2023)
  7. Infection — Evaluating the Role of SHBG and Estimated Free Testosterone in Diagnosing Symptomatic Hypogonadism Among Men with HIV: Insights from a Single-Center Study
  8. UNAIDS global AIDS update 2025
  9. Chatbot-Delivered Real-Time Support to Improve HIV Self-Testing Rates
  10. HIV - Technical work
  11. Department for HIV, Tuberculosis, Hepatitis and STIs
  12. Low-cost, quality-assured HIV tests to sustain access to life-saving services
  13. Getting Tested for HIV | HIV | CDC
  14. Global HIV & AIDS statistics — Fact sheet | UNAIDS
  15. Comparing the effects of HIV self-testing to standard HIV testing for key populations: a systematic review and meta-analysis | BMC Medicine | Full Text
  16. Using Digital Communication Technology to Increase HIV Testing Among Men Who Have Sex With Men and Transgender Women: Systematic Review and Meta-Analysis - PMC

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