NCT07329452

Brief Summary

This study evaluates the impact of culturally tailored menu labeling interventions on psychosocial factors and ordering behavior among customers in two independently owned Hispanic restaurants in East-Central Texas. Participants will be exposed to one of three sequential menu conditions at each restaurant: (1) a standard menu without nutrition information, (2) a paper menu with bilingual nutrition labels, or (3) a digital menu app enhanced with Augmented Reality (AR) and Artificial Intelligence (AI) providing interactive nutrition guidance. The study will assess whether menu formats influence nutrition literacy, decision-making confidence, self-efficacy, attitudes, behavioral intentions, and actual ordering behavior. Data will be collected through surveys, purchase receipts, and app interaction logs.

Trial Health

77
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
240

participants targeted

Target at P75+ for not_applicable

Timeline
7mo left

Started Nov 2025

Geographic Reach
1 country

1 active site

Status
recruiting

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

Study Progress45%
Nov 2025Dec 2026

Study Start

First participant enrolled

November 17, 2025

Completed
7 days until next milestone

First Submitted

Initial submission to the registry

November 24, 2025

Completed
2 months until next milestone

First Posted

Study publicly available on registry

January 9, 2026

Completed
4 months until next milestone

Primary Completion

Last participant's last visit for primary outcome

May 1, 2026

Completed
7 months until next milestone

Study Completion

Last participant's last visit for all outcomes

December 1, 2026

Expected
Last Updated

January 23, 2026

Status Verified

January 1, 2026

Enrollment Period

6 months

First QC Date

November 24, 2025

Last Update Submit

January 21, 2026

Conditions

Keywords

nutrition labelingmenu labelingAugmented reality (AR)Artificial intelligence (AI)Dietary behaviorHispanic populationChronic disease preventionObesityType 2 diabetesCardiovascular diseaseCalorie intakeSodium intakeSaturated fatFood choiceHealth disparitiesBehavioral interventionDigital health interventionRestaurant nutritionHealth literacyTheory of Planned Behavior (TPB)Social Cognitive Theory (SCT)Behavioral Nutrition

Outcome Measures

Primary Outcomes (6)

  • Attitudes Toward Healthy Menu Choices

    Attitudes toward selecting healthier menu items, assessed using a study-developed questionnaire informed by the Theory of Planned Behavior. The questionnaire consists of agreement-scale items evaluating whether choosing healthier foods is important, beneficial, and enjoyable. Measurement Tool: Study-developed Attitudes Toward Healthy Menu Choices Questionnaire (5-point agreement Likert scale) Scale Description and Coding: 1. = Strongly disagree 2. = Disagree 3. = Neither agree nor disagree 4. = Agree 5. = Strongly agree Unit of Measure: Mean attitude score (range: 1 to 5) Scale Range and Direction: Scores range from 1 to 5. Higher scores indicate more positive attitudes toward choosing healthier menu items.

    Immediately after the intervention (menu exposure)

  • Intention to Make Healthier Food Choices

    Intention to choose healthier menu items, assessed using a study-developed questionnaire informed by the Theory of Planned Behavior. Measurement Tool: Study-developed Healthy Eating Intention Questionnaire (5-point agreement Likert scale) Scale Description and Coding: 1. = Strongly disagree 2. = Disagree 3. = Neither agree nor disagree 4. = Agree 5. = Strongly agree Unit of Measure: Intention score (range: 1 to 5) Scale Range and Direction: Scores range from 1 to 5. Higher scores indicate stronger intention to choose healthier menu items.

    Immediately after the intervention (menu exposure)

  • Perceived Behavioral Control Over Healthy Menu Choices

    Perceived behavioral control over choosing healthier menu items, assessed using a study-developed questionnaire informed by the Theory of Planned Behavior. Measurement Tool: Study-developed Perceived Behavioral Control Questionnaire (5-point agreement Likert scale) Scale Description and Coding: 1. = Strongly disagree 2. = Disagree 3. = Neither agree nor disagree 4. = Agree 5. = Strongly agree Unit of Measure: Perceived behavioral control score (range: 1 to 5) Scale Range and Direction: Scores range from 1 to 5. Higher scores indicate greater perceived control over choosing healthier menu items.

    Immediately after the intervention (menu exposure)

  • Self-Efficacy for Using Nutrition Information When Ordering

    Self-efficacy for using nutrition information to guide food choices, assessed using a study-developed questionnaire informed by Social Cognitive Theory. Measurement Tool: Study-developed Nutrition Information Self-Efficacy Questionnaire (5-point agreement Likert scale) Scale Description and Coding: 1. = Strongly disagree 2. = Disagree 3. = Neither agree nor disagree 4. = Agree 5. = Strongly agree Unit of Measure: Mean self-efficacy score (range: 1 to 5) Scale Range and Direction: Scores range from 1 to 5. Higher scores indicate greater confidence in using nutrition information to make food choices.

    Immediately after the intervention (menu exposure)

  • Awareness of Nutrition Information on the Menu

    Awareness of nutrition information on the menu, assessed using a study-developed self-report item asking whether the participant noticed or looked at nutrition information while viewing the menu. Measurement Tool: Study-developed Awareness of Nutrition Information Item (binary response) Scale Description and Coding: 0 = No, did not notice or look at nutrition information 1 = Yes, noticed or looked at nutrition information Unit of Measure: Percentage of participants reporting awareness (response = 1) Scale Range and Direction: Values range from 0 to 1. A value of 1 indicates awareness of nutrition information. How the Percentage Is Derived: The percentage is calculated as the proportion of participants with a response of 1 (Yes) among all participants who completed the questionnaire.

    Immediately after the intervention (menu exposure)

  • Use of Nutrition Information to Inform Menu Selection

    Use of nutrition information to inform menu selection, assessed using a study-developed self-report item asking the extent to which nutrition information influenced the participant's food choice. Measurement Tool: Study-developed Nutrition Information Influence Item (5-point Likert scale) Scale Description and Coding: 1. = Not at all 2. = A little 3. = Somewhat 4. = Mostly 5. = Completely Unit of Measure: Percentage of participants reporting use of nutrition information, defined as responses of 4 or 5 Scale Range and Direction: Scores range from 1 to 5. Higher values indicate greater influence of nutrition information on choice. How the Percentage Is Derived: The percentage is calculated as the proportion of participants with responses of 4 or 5 among all participants who completed the questionnaire.

    Immediately after the intervention (menu exposure)

Secondary Outcomes (5)

  • Total Energy Ordered per Customer Order

    Immediately after the intervention (menu exposure)

  • Saturated Fat Content of Menu Items Ordered

    Immediately after the intervention (menu exposure)

  • Sodium Content of Menu Items Ordered

    Immediately after the intervention (menu exposure)

  • Dietary Fiber Content of Menu Items Ordered

    Immediately after the intervention (menu exposure)

  • Added Sugar Content of Menu Items Ordered

    Immediately after the intervention (menu exposure)

Study Arms (3)

Baseline condition

NO INTERVENTION

Standard menu with no nutrition information.

Paper menu condition

ACTIVE COMPARATOR

Bilingual paper menus display numeric and icon-based nutrition information, including calories, saturated fat, and sodium.

Behavioral: Paper menu

AR/AI digital menu condition

EXPERIMENTAL

Mobile app providing interactive nutrition information and personalized guidance based on dietary preferences.

Behavioral: Digital menu condition

Interventions

Paper menuBEHAVIORAL

Paper menu with bilingual nutrition labels

Paper menu condition

AR/AI-enhanced digital menu giving interactive nutrition guidance

AR/AI digital menu condition

Eligibility Criteria

Age18 Years+
Sexall
Healthy VolunteersYes
Age GroupsAdult (18-64), Older Adult (65+)

You may qualify if:

  • Adults aged 18 years or older
  • Patrons dining at participating Hispanic restaurants during designated study hours
  • Able to read and speak English or Spanish
  • Willing and able to provide informed consent
  • Pregnant women are eligible to participate, as the study procedures pose minimal risk

You may not qualify if:

  • Minors under 18 years of age
  • Individuals with visual or cognitive impairments that prevent interaction with the menu formats or AR/AI technology
  • Individuals who have participated in a prior phase of the study
  • Restaurant staff involved in study implementation

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

Local Restaurant Site

Bryan, Texas, 77802, United States

RECRUITING

MeSH Terms

Conditions

Feeding BehaviorObesityDiabetes Mellitus, Type 2Cardiovascular Diseases

Condition Hierarchy (Ancestors)

Behavior, AnimalBehaviorOverweightOvernutritionNutrition DisordersNutritional and Metabolic DiseasesBody WeightSigns and SymptomsPathological Conditions, Signs and SymptomsDiabetes MellitusGlucose Metabolism DisordersMetabolic DiseasesEndocrine System Diseases

Study Officials

  • Hyunjung Lee, PhD

    Department of Nutrition, Texas A&M University

    PRINCIPAL INVESTIGATOR

Central Study Contacts

Hyunjung Lee, PhD

CONTACT

Chinanu Gubor, MS

CONTACT

Study Design

Study Type
interventional
Phase
not applicable
Allocation
NON RANDOMIZED
Masking
NONE
Masking Details
Participants in this study will be partially blinded to the specific aims of the intervention to minimize bias. While they will be aware they are participating in a study about menu use and food choices, they will not be informed of the detailed differences or hypotheses related to the nutrition labeling formats to reduce influence on their ordering behavior. Research staff collecting data will also be trained to maintain neutrality, but full masking is not possible due to the visible differences in menu formats across study phases.
Purpose
OTHER
Intervention Model
PARALLEL
Model Details: This study uses a within-site, quasi-experimental design at two independently owned Hispanic restaurants. The intervention consists of three sequential conditions: (1) a baseline phase with the standard menu, (2) a paper menu phase featuring bilingual nutrition labels, and (3) a digital menu phase using a mobile app enhanced with augmented reality (AR) and artificial intelligence (AI) technologies. Each condition enrolls distinct participants to compare the effects of different menu labeling formats on ordering behavior and psychosocial outcomes. The restaurants serve as their own controls, allowing for direct comparison of menu formats within the same real-world setting.
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
Assistant Professor

Study Record Dates

First Submitted

November 24, 2025

First Posted

January 9, 2026

Study Start

November 17, 2025

Primary Completion

May 1, 2026

Study Completion (Estimated)

December 1, 2026

Last Updated

January 23, 2026

Record last verified: 2026-01

Data Sharing

IPD Sharing
Will share

De-identified individual participant data (IPD) underlying the results reported in the publication will be shared, including baseline characteristics, outcome measures, and adverse event data. Data will be available beginning 6 months after publication for researchers who provide a methodologically sound proposal. Requests should be submitted to the corresponding author and will require a data use agreement in accordance with institutional and regulatory policies.

Shared Documents
STUDY PROTOCOL, SAP
Time Frame
IPD will be made available beginning approximately 6 months after publication of the primary results and will remain available for 2 years.
Access Criteria
Researchers who wish to access the de-identified individual participant data (IPD) and supporting documents should submit a written request to the corresponding author. Requests must include a methodologically sound research proposal describing the intended analyses and purpose of data use. Access will be granted to qualified researchers upon approval of the proposal and execution of a data use agreement in accordance with Texas A\&M University and applicable regulatory requirements. Data will be transferred using a secure institutional data-sharing platform.

Locations