Skip to main content
OpenTrials
Not yet recruiting

NCT Number: NCT07766694

Evaluating the Preferences and Tradeoffs of AI-based Electronic Consultations for Older Adults in Primary Care

Electronic consultations, or e-consults, let a primary care doctor request medical advice from a specialist without requiring the patient to attend a separate visit. Artificial intelligence (AI) systems may be able to provide this type of advice, potentially making e-consults faster and less costly. However, whether AI-based e-consults are acceptable may depend on how patients and clinicians weigh factors such as who provides the advice, how quickly it is received, its cost, and its quality.

The purpose of this study is to examine how older adult patients and primary care clinicians weigh these factors when comparing e-consults produced by a human specialist with those produced by an AI system. In the study, participants will complete a one-time survey in which they compare sets of two hypothetical e-consults. Each e-consult will include a different combination of features, such as whether the advice comes from a human or AI, the expected wait time, the cost, and the quality of the advice. This study will estimate how much patients and clinicians value each feature in an e-consult. The findings will inform the potential future AI e-consults, so they better reflect patient and clinician preferences.

Not yet recruiting

Trial opening soon.

Get Notified

Key information

Age range

65 year and older

Sex eligibility

All sexes

Study type

Interventional

Phase

Not applicable

Primary location

University of Pennsylvania

Philadelphia, Pennsylvania, 19104, United States

Location contact

Nicholas Bishop

CONTACT

[email protected]

215-573-0779

Who can participate

Healthy volunteers accepted: No

Only the study team can determine whether someone qualifies for participation.

PATIENTS:

Inclusion criteria

  • Adult, 65 years of age or older
  • Had at least two office visits at Penn Medicine in the past 12 months
  • Has an upcoming appointment in a Penn Medicine primary care setting, including family medicine, internal medicine, and geriatric medicine

Exclusion criteria

  • Documented Alzheimer's, dementia, or related condition

CLINICIANS:

Inclusion criteria

  • Adult, 18 years of age or older
  • Works at Penn Medicine as one of the following: physician, nurse practitioner, or physician's assistant
  • Works in a primary care Penn Medicine setting including: family medicine, internal medicine, geriatrics medicine

Exclusion criteria

  • Actively in medical school, internship, or residency

Treatment and study plan

Discrete Choice Experiment Survey

Other

Participants will review these e-consults systems via a one-time survey lasting about 15 minutes.

Primary outcomes

  1. Preferences and Tradeoffs of Attributes of Electronic Consults

    Time frame: From enrollment to the end of the survey, approximately 15 minutes

    Participants will review 12 sets comparing 2 hypothetical e-consults. Each e-consult is defined by five attributes: the source (i.e., AI vs. human), wait time, cost, and quality of the e-consult, as well as, whether follow-up questions can be asked. For each set, the outcome is the participant's selection of one e-consult over the other. We will analyze the results of the discrete choice experiment using mixed-effects logistic regression adjusted for each attribute value with crossed random effects (intercepts) for participant and task.

Secondary outcomes

  1. Health Numeracy Measured by the Short Numeracy Understanding in Medicine Instrument

    Time frame: From enrollment to the end of the survey, approximately 15 minutes

    Health numeracy will be measured using the 8-item Short Numeracy Understanding in Medicine instrument (S-NUMi). Each correct response contributes one point to the total score. Total scores range from 0 to 8, with higher scores indicating greater health numeracy.

Study contacts

Contact information is provided by the study sponsor or research team.

Nicholas Bishop

CONTACT

[email protected]

215-573-0779

Sponsors and collaborators

Lead sponsor

University of Pennsylvania

Other

Registry information

Official study title

Evaluating the Safety and Appropriateness of AI-based E-Consults for Older Adults in Primary Care

Important dates

Study start
2026
Primary completion
2026
Study completion
2026
First posted
Aug 14, 2026
Registry last updated
Aug 14, 2026

OpenTrials presents study information sourced from ClinicalTrials.gov. The official registry record should be consulted for the latest information.

View the official ClinicalTrials.gov record (opens in a new tab)

This listing is for discovery and informational purposes only. It is not medical advice, does not guarantee that a study is recruiting, and does not determine eligibility. Contact the study team and a qualified healthcare professional when considering participation.

Published trials that share one or more normalized conditions with this study.