About this trial
The goal of this clinical trial is to learn how the use of a large language model (LLM) based tool affects outpatient clinical care in adult patients attending general hospital outpatient clinics. The main questions it aims to answer are:
Does the use of an LLM-based tool affect the efficiency of outpatient visits? Does the use of an LLM-based tool affect the experience of doctors and patients during outpatient care?
Researchers will compare outpatient visits supported by an LLM-based tool to standard outpatient visits without such a tool, to see whether and how the tool influences the care process and the experiences of doctors and patients.
Participants will:
Take part in outpatient visits that may or may not involve an LLM-based tool, depending on their assigned group Complete a short questionnaire about their visit experience after the consultation
Eligibility criteria
This trial does not accept healthy volunteersQualifiers
Licensed physicians providing outpatient consultations at a participating study hospital
Expected to complete a sufficient number of outpatient clinic sessions during the study period
Provides written informed consent
Age 18 years or older
Disqualifiers
Psychiatric conditions, unstable vital signs, or other medical situations considered unsuitable for AI-based interaction
Declines to provide informed consent
Trial design
Crossover
Treatments tested in this trial
Large Language Model Based Tool
Other interventionA large language model based tool is introduced into the outpatient consultation workflow to support the consultation and documentation process.
Workflow Support for Large Language Model Tool Integration
Other interventionAdditional workflow support is provided to integrate the output of the large language model based tool into the consultation process, approximating a more integrated deployment of the tool.
Treatment groups
Trial outcomes
Primary outcomes
Duration of the Outpatient Consultation
Time of the outpatient consultation, measured in milliseconds
Doctor-Reported Efficiency of the Consultation
Doctor's self-rated efficiency of the consultation, measured on a 5-point Likert scale (1 = very low to 5 = very high), with higher scores indicating higher perceived efficiency.
Doctor-Reported Satisfaction With the Consultation Process
Doctor's satisfaction with the consultation process, measured on a 5-point Likert scale (1 = very low to 5 = very high), with higher scores indicating higher satisfaction.
Secondary outcomes
Doctor-Reported Efficiency of Obtaining Patient Information
Doctor's self-rated efficiency in obtaining the patient's clinical information (such as symptoms, history, prior examinations) during the consultation, measured on a 5-point Likert scale (1 = very low to 5 = very high); higher scores indicate higher efficiency.
Doctor-Reported Cognitive Effort in Clinical Decision-Making
Doctor's self-rated cognitive effort invested in clinical decision-making during the consultation, measured on a 5-point Likert scale (1 = very low to 5 = very high); higher scores indicate greater effort.
Doctor-Reported Burden of Clinical Documentation
Doctor's self-rated burden of completing the outpatient medical record for the consultation, measured on a 5-point Likert scale (1 = very low to 5 = very high); higher scores indicate greater burden.
Doctor's Intention to Continue Using the Tool
Doctor's intention to continue using the large language model based tool in routine practice, measured on a 5-point Likert scale (1 = strongly unwilling to 5 = strongly willing); higher scores indicate stronger intention.
Locations
Sponsors and contacts
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This trial is not recruiting at the moment. You can still explore other options: