LLM-Assisted Diabetes and Hypertension Management by Village Doctors
Trial statusNot yet recruiting
Trial phaseNot applicable
Trial typeInterventional
Biological sexAll
Age18-80
SponsorJiangsu Taizhou People's Hospital
About this trial
This is a prospective, assessor-blinded, randomized controlled study designed to evaluate whether large language model (LLM)-assisted decision support can improve village doctors' abilities in the comprehensive management of patients with type 2 diabetes mellitus and hypertension.
For each standardized clinical case, two village doctors will independently review the same patient information and develop management plans. An independent statistician will randomly assign one doctor to receive LLM-assisted decision support, while the other will complete the assessment without assistance. All management plans and questionnaire responses will be de-identified and evaluated by an independent expert panel blinded to group allocation. The study will compare the quality of clinical decision-making, risk assessment, treatment recommendations, and follow-up planning between the LLM-assisted and control groups.
Eligibility criteria
This trial accepts healthy volunteersQualifiers
Certified village doctors or primary care physicians practicing in rural primary healthcare institutions;
At least 1 year of experience in the management of chronic diseases, including type 2 diabetes mellitus and hypertension;
Able to complete the case assessment tasks required by the study;
Willing to participate in the study and provide informed consent.
Disqualifiers
None
Trial design
Design model
Parallel
Treatments tested in this trial
LLM
Other interventionVillage doctors receive large language model (LLM)-assisted decision support when assessing standardized patient cases and developing management plans.
Treatment groups
20 Participants
are divided into 2 treatment groupsGroup A: LLM-Assisted GroupExperimental treatment 1 intervention
Group B: Control GroupNo intervention 0 interventions
Trial outcomes
Primary outcomes
1
Percentage of case assessments in which the LLM-assisted management plan is preferred over the non-assisted management plan according to a blinded expert preference assessment form
Blinded endocrinology experts will independently compare paired management plans using a standardized Expert Preference Assessment Form. For each case, experts will classify the paired plans as "LLM-assisted preferred," "No meaningful difference," or "Non-assisted preferred." The primary outcome is the percentage of non-tied case assessments in which the LLM-assisted management plan is preferred.
Time frame
Immediately after completion of case assessmentLocations
Sponsors and contacts
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Source ClinicalTrials.gov
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