Using computer feedback to improve healthcare quality in Nigeria

A Pilot Ptudy of an LLM Tool to Support Frontline Health Workers in Low-Resource Settings

NA · Yale University · NCT06823765

This study tests if giving healthcare workers in Nigeria instant feedback from a computer can help them provide better care to their patients.

Quick facts

PhaseNA
Study typeInterventional
Enrollment500 (estimated)
SexAll
SponsorYale University (other)
Locations2 sites (Kano City, Kano State and 1 other locations)
Trial IDNCT06823765 on ClinicalTrials.gov

What this trial studies

This study investigates whether feedback from a Large Language Model (LLM) can enhance the quality of patient care in Nigerian primary care clinics. Healthcare workers will receive instant, customized feedback on patient care decisions through an integrated electronic patient record system. The effectiveness of this feedback will be assessed by comparing patient care notes written before and after the feedback is provided, with a blinded review conducted by a medical officer. The study aims to determine if this innovative approach leads to better healthcare outcomes for patients.

Who should consider this trial

Good fit: Ideal candidates for this study are patients visiting the clinic for outpatient consultations who do not require emergency care.

Not a fit: Patients seeking emergency care, trauma treatment, or scheduled procedures may not benefit from this study.

Why it matters

Potential benefit: If successful, this approach could significantly improve the quality of healthcare delivery in resource-limited settings.

How similar studies have performed: While the use of LLMs in healthcare is an emerging field, similar studies have shown promise in improving decision-making and patient outcomes.

Eligibility criteria

Show full inclusion / exclusion criteria
Inclusion Criteria:

* Patient is at the clinic for outpatient consultation
* Parent/guardian consent is required for individuals under 18

Exclusion Criteria:

* Patient does not require emergency care
* Patient is not at the clinic for a checkup (e.g. weight, blood pressure, follow up after recovery)
* Patient is not a trauma patient (visit is not for an accident, wound or injury)
* Patient is not at the clinic for a scheduled procedure or a birth

Where this trial is running

Kano City, Kano State and 1 other locations

Study contacts

How to participate

  1. Review the eligibility criteria above with your treating physician.
  2. Visit the official trial page on ClinicalTrials.gov for the most current contact information and recruitment status.
  3. Contact the listed study coordinator or principal investigator to request pre-screening. Pre-screening is free and never obligates you to enroll.

View on ClinicalTrials.gov →

Conditions: All Conditions, Large Language Models, Primary Care, Nigeria

Last reviewed 2026-05-15 by the Find a Trial editorial team. Information on this page is for educational purposes and is not medical advice. Always consult qualified healthcare professionals about clinical trial participation.