Cancer Oriented Understanding and Navigation Via Supportive and Educational Language Models (COUNSEL)

September 24, 2026 updated by: University of California, San Francisco

A randomized, open-label behavioral study designed to evaluate the feasibility, acceptability, and early impact of a large language model (LLM)-based artificial intelligence (AI) tool to support patient understanding following an initial oncology consultation.

Study Overview

Status

Not yet recruiting

Conditions

Intervention / Treatment

Detailed Description

PRIMARY OBJECTIVE:

I. To evaluate the impact of a LLM-based intervention on patients' perceived quality, breadth, and depth of cancer-related information following a radiation or surgical oncology consult.

SECONDARY OBJECTIVES:

I. To assess patient- and provider-perceived levels of shared decision making. II. To evaluate changes in patient-reported distress. III. To compare concordance between patient and provider perceptions of shared decision making.

EXPLORATORY OBJECTIVES:

I. To identify qualitative themes and usage patterns in patient interactions with the LLM.

II. To evaluate resource utilization based on information-seeking behavior logs collected during follow-up.

OUTLINE: Participants will be randomized to an intervention or control arm. Participants will attend two teleconference meetings: the first within 2 days after an oncology consultation and a follow-up session approximately 21 days later. Participants will also complete study surveys and logs.

Study Type

Interventional

Enrollment (Estimated)

50

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Contact

  • Name: UCSF Genitourinary Medical Oncology Recruitment
  • Phone Number: 877-827-3222
  • Email: GUTrials@ucsf.edu

Study Locations

    • California
      • San Francisco, California, United States, 94143
        • University of California, San Francisco
        • Contact:
          • UCSF Genitourinary Medical Oncology Recruitment
          • Phone Number: 877-827-3222
          • Email: GUTrials@ucsf.edu
        • Principal Investigator:
          • Julian Hong, MD, MS

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

18 years and older (Adult, Older Adult)

Accepts Healthy Volunteers

No

Genders Eligible for Study

All

Description

Inclusion Criteria:

  1. Age ≥18 years.
  2. Histologically or cytologically confirmed diagnosis of localized prostate cancer
  3. Newly diagnosed and planning to undergo or recently completed a radiation or surgical oncology consult at University of California, San Francisco (UCSF)
  4. Eastern Cooperative Oncology Group (ECOG) performance status of 0-2
  5. English-speaking and able to participate in study teleconferences
  6. Ability to understand and willingness to sign a written informed consent document
  7. Access to a device and internet connection sufficient for teleconference participation

Exclusion Criteria:

  1. Prior definitive treatment for prostate cancer (e.g., surgery, radiation, or systemic therapy)
  2. Cognitive, sensory, or language impairment that would interfere with the ability to understand, participate in, or complete the study procedures
  3. Inability or unwillingness to participate in two study-related teleconferences
  4. Current enrollment in another interventional clinical trial that may interfere with study participation
  5. Inability to comply with protocol requirements (e.g., completing surveys or using the information-tracking log)

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Supportive Care
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: None (Open Label)

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: Intervention Arm

AI teleconferences with Large Language Model (LLM) interaction

An AI-guided, interactive educational tool that allows participants to interact with a large language model (LLM) will be delivered via teleconference.

Participant and clinicians will complete questionnaires

Placebo Comparator: Control Arm

AI teleconferences without LLM interaction

Participant and clinicians will complete questionnaires

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Mean differences on EORTC QLQ-INFO25 - Patient-Perceived Cancer-Related Information
Time Frame: Up to 2 days

Patient-perceived quality, breadth, and depth of cancer-related information received following an oncology consultation, as measured by the European Organisation for Research and Treatment of Cancer Quality of Life Questionnaire (EORTC QLQ-INFO25) survey. The EORTC QLQ-INFO25 comprises four multi-item scales and eight single items to assess the level and quality of information received by cancer patients. Scores for all scales and single items range from 0-100. The survey uses a 4-point Likert scale (1 = "not at all' to 4 = "very much") and some yes/no questions. Higher scores represent a greater patient-perceived level of shared decision-making. Mean differences between treatment groups will be reported with 95% confidence intervals, along with Hedges' g effect sizes. A Mann-Whitney U test will be used for sensitivity analysis.

Up to 2 days

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Mean differences on SDM-Q-9 and SDM-Q-Doc - Patient- and Provider-Perceived Shared Decision Making
Time Frame: Day 21

Perceived shared decision making will be assessed from both patient and clinician perspectives using the 9-item Shared Decision Making Questionnaire (SDM-Q-9) and the Shared Decision Making Questionnaire-Physician Version (SDM-Q-Doc), respectively. Each item is rated on a 6-point Likert scale from 0 (completely disagree) to 5 (completely agree), with total scores ranging from 0 to 45. Higher scores indicate greater perceived levels of shared decision making from the patient or clinician perspective. Mean differences between groups will be reported using Welch's t-test, along with the 95% confidence intervals.

Day 21
Mean differences on NCCN Distress Thermometer - Patient-Reported Distress
Time Frame: Up to 21 days

Patient-reported distress will be assessed using the National Comprehensive Cancer Network (NCCN) Distress Thermometer at Day 2 and Day 21. The Distress Thermometer is a single-item measure rated on a 0-10 scale, where 0 = "No distress" and 10 = "Extreme distress. Mean differences will be reported with 95% confidence intervals, along with Hedges' g effect sizes and 95% confidence intervals. Descriptive statistics will also be reported.

Up to 21 days
Patient-Provider Concordance in Shared Decision Making
Time Frame: Day 21

Concordance between patient and provider perceptions of shared decision making will be assessed by comparing SDM-Q-9 and SDM-Q-Doc scores within each study arm. Concordance will be evaluated using an intraclass correlation coefficient (ICC). Bland-Altman plots will be used to visualize treatment group differences in concordance. ICC estimates and Bland-Altman plots will be reported.

Day 21

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Sponsor

Investigators

  • Principal Investigator: Julian Hong, MD, MS, University of California, San Francisco

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Estimated)

October 31, 2026

Primary Completion (Estimated)

November 30, 2027

Study Completion (Estimated)

April 30, 2028

Study Registration Dates

First Submitted

September 17, 2026

First Submitted That Met QC Criteria

September 17, 2026

First Posted (Actual)

September 23, 2026

Study Record Updates

Last Update Posted (Actual)

September 28, 2026

Last Update Submitted That Met QC Criteria

September 24, 2026

Last Verified

September 1, 2026

More Information

Terms related to this study

Other Study ID Numbers

  • 26558
  • NCI-2026-06916 (Registry Identifier: NCI Clinical Trials Reporting System (CTRP))

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

NO

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.