Cancer Oriented Understanding and Navigation Via Supportive and Educational Language Models (COUNSEL)
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
Status
Conditions
Conditions
Intervention / Treatment
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
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
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
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
Accepts Healthy Volunteers
Genders Eligible for Study
Description
Inclusion Criteria:
- Age ≥18 years.
- Histologically or cytologically confirmed diagnosis of localized prostate cancer
- Newly diagnosed and planning to undergo or recently completed a radiation or surgical oncology consult at University of California, San Francisco (UCSF)
- Eastern Cooperative Oncology Group (ECOG) performance status of 0-2
- English-speaking and able to participate in study teleconferences
- Ability to understand and willingness to sign a written informed consent document
- Access to a device and internet connection sufficient for teleconference participation
Exclusion Criteria:
- Prior definitive treatment for prostate cancer (e.g., surgery, radiation, or systemic therapy)
- Cognitive, sensory, or language impairment that would interfere with the ability to understand, participate in, or complete the study procedures
- Inability or unwillingness to participate in two study-related teleconferences
- Current enrollment in another interventional clinical trial that may interfere with study participation
- Inability to comply with protocol requirements (e.g., completing surveys or using the information-tracking log)
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Supportive Care
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / 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
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
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
Sponsor
Sponsor
Investigators
Investigators
- Principal Investigator: Julian Hong, MD, MS, University of California, San Francisco
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
- Urogenital Diseases
- Genital Diseases
- Genital Neoplasms, Male
- Urogenital Neoplasms
- Neoplasms by Site
- Neoplasms
- Genital Diseases, Male
- Prostatic Diseases
- Male Urogenital Diseases
- Prostatic Neoplasms
- Health Care Quality, Access, and Evaluation
- Investigative Techniques
- Epidemiologic Methods
- Data Collection
- Health Care Evaluation Mechanisms
- Quality of Health Care
- Public Health
- Environment and Public Health
- Surveys and Questionnaires
Other Study ID Numbers
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)?
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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