3M-6D Educational Intervention to Improve LLM-Assisted Medical Consultation in Neurology Outpatients
LAMP-2
Improving the Reliability of LLM-Assisted Medical Consultation in Neurology Outpatients Through a 3M-6D Structured Educational Intervention: a Randomized Controlled Trial
1 other identifier
interventional
396
1 country
4
Brief Summary
This study will evaluate whether three-minute six-dimension education (3M-6D education) can improve the reliability of large language models (LLMs) as medical assistants in neurology outpatients. Participants will be randomly assigned to receive or not receive 3M-6D education before using ChatGPT for medical consultation.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Started Sep 2026
Shorter than P25 for not_applicable
4 active sites
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
September 22, 2026
CompletedFirst Posted
Study publicly available on registry
September 28, 2026
CompletedStudy Start
First participant enrolled
September 30, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
October 31, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
October 31, 2026
October 2, 2026
September 1, 2026
1 month
September 22, 2026
September 29, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (1)
Condition category concordance
The primary outcome of the LAMP-2 trial was condition category concordance, defined as at least one condition listed in a participant's response falling within the same prespecified neurological disease category as the final reference diagnosis.
30 days
Secondary Outcomes (5)
Preparation for Decision Making Scale
Within 1 hour
Consultation duration
Within 1 hour
Patient satisfaction with this consultation
Within 1 hour after the outpatient visit
Red-flag identification
Within 1 hour after the outpatient visit
NASA-TLX score
Within 1 hour
Study Arms (2)
3M-6D education GPT Group
EXPERIMENTALParticipants will first be trained in 3M-6D education, then use ChatGPT to complete a consultation task in unrestricted natural language.
GPT Group
ACTIVE COMPARATORParticipants will use ChatGPT to complete a consultation task in unrestricted natural language.
Interventions
3M-6D education is designed based on Cognitive Load Theory to reduce the cognitive burden on patients during medical interactions with AI and to improve the clarity and completeness of symptom reporting. Guided by cognitive load theory and the natural process physicians use to take medical histories, the investigators identified candidate information dimensions and developed a structured expression framework with six dimensions for public health queries through a Delphi expert consensus process. Participants were instructed to use the framework to describe their symptoms across these six dimensions; this process can typically be completed within three minutes, so the investigators call this approach three minutes six dimensions education (3M-6D education).
Participants use ChatGPT to complete a consultation task in unrestricted natural language.
Eligibility Criteria
You may qualify if:
- Aged ≥ 18 years
- Completed primary school or higher education;
- Able to use a smartphone or computer to complete online interactions;
- Presenting to the hospital for neurological symptoms;
- This visit is the first consultation for the current symptoms;
- Has not used AI tools or online resources to assess the current condition prior to this visit;
- Able to understand and comply with study procedures and to provide written informed consent.
You may not qualify if:
- Currently or previously employed as a healthcare worker;
- Previously received systematic medical training;
- Condition requires emergency care;
- Participating in another clinical trial that may affect this study's outcomes;
- Any other condition the investigators consider unsuitable for enrollment or likely to interfere with trial results.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (4)
Aerospace Center Hospital
Beijing, Beijing Municipality, China
Huimin Hospital
Beijing, Beijing Municipality, China
Mentougou District Hospital
Beijing, Beijing Municipality, China
Xuanwu Hospita
Beijing, China
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- SINGLE
- Who Masked
- OUTCOMES ASSESSOR
- Masking Details
- Outcome assessors will be blinded to group assignment when evaluating participants' outcomes. Group information will be removed from the outcomes before assessment.
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- PARALLEL
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Principal Investigator
Study Record Dates
First Submitted
September 22, 2026
First Posted
September 28, 2026
Study Start
September 30, 2026
Primary Completion (Estimated)
October 31, 2026
Study Completion (Estimated)
October 31, 2026
Last Updated
October 2, 2026
Record last verified: 2026-09