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Evaluating Household Food Behavior With a Smartphone App

Evaluating Household Food Behavior With a Smartphone App

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03309306
Acronym
FoodImage
Enrollment
44
Registered
2017-10-13
Start date
2018-04-26
Completion date
2020-03-31
Last updated
2025-01-24

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Food Habits

Brief summary

The purpose of this study is to test the use of a smartphone app as a way to measure food waste. Investigators propose to improve the accuracy and convenience of household food waste measurement so that consumer food waste program evaluations yield more power, less bias, less measurement error, and greater representation of targeted populations.

Detailed description

Investigators will improve measurement via the development of the FoodImage smartphone app, a technology leveraging the investigators' expertise in creating and deploying apps to measure food intake and deliver nutritional interventions in free-living household conditions. Investigators will validate the app against weighed waste in a controlled laboratory setting. The study will yield an app ready for future study deployment while analyses of the data will inform rapidly evolving policy discussions concerning optimal approaches to reduce food waste. These outcomes align with program priorities to understand the economics of food waste and to use behavioral economics to address consumption behavior. Specific objectives include: 1. Development of FoodImage, a smartphone app that measures household food waste and food-waste-related behaviors, 2. Assess differences in the accuracy and time burden of measurements taken with the FoodImage app versus two current household food waste measurement approaches (a pen-and-paper diary, and a pen-and-paper diary with a scale). 3. Use the FoodImage app in a pilot randomized controlled trial designed to evaluate the effectiveness of reducing household food waste through behavioral nudges in the form of personalized feedback about food waste levels and household-specific reduction goals.

Interventions

OTHERNatural Environment/Stress Management

Participants will use the FoodImage app to capture data on food purchases, food waste that occurs during food preparation, food waste that is present after eating, and food waste from food purges in free-living conditions. Participants will capture baseline data for 4-7 days. After a 1-week break, participants will use the app to record food waste for approximately 4-7 days over the subsequent week. They will also receive information on stress management

BEHAVIORALNatural Environment/Reduce Food Waste

Participants will use the FoodImage app to capture data on food purchases, food waste that occurs during food preparation, food waste that is present after eating, and food waste from food purges in free-living conditions. Participants will use the app to record food waste for approximately 4-7 days over the subsequent week. They will also be provided with the following: 1. Feedback on the amount of food waste their household created during the first week, 2. A goal to reduce the next week's food waste by 20% or more, and 3. Tips on how to reduce household food waste adapted from current consumer campaigns

Sponsors

Ohio State University
CollaboratorOTHER
Pennington Biomedical Research Center
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
OTHER
Masking
DOUBLE (Investigator, Outcomes Assessor)

Intervention model description

A subset of subjects will complete Phase I, which is the lab-based portion of the study, prior to the RCT.

Eligibility

Sex/Gender
ALL
Age
18 Years to 65 Years
Healthy volunteers
Yes

Inclusion criteria

* age 18-65 years * body mass index 18.5 - 50 kg/m2, based on self-reported height and weight * Shops for groceries * Conducts some of the food shopping and food preparation for their household * Be willing to do food shopping for the study (if necessary) * Have an iPhone and an operable Apple ID, password, and email address and is willing to use these to collect data during the study, acknowledging that data usage, and associated charges, are a result of study participation * Be willing to complete all study procedures corresponding to their randomization group

Exclusion criteria

In addition to those who do not meet inclusion criteria, subjects who meet any of the following criteria will be excluded from enrollment: * Persons who are severely immune compromised * Persons who are pregnant, as assessed by self-report * Pennington employee

Design outcomes

Primary

MeasureTime frameDescription
Phase 1: Food Waste ErrorVisit 1Participant estimations of food waste using the following three experimental methods as compared to the criterion value of weighed waste collected by study staff: 1) the FoodImage App (FoodImage app estimates minus the criterion value of lab personnel measured weighed food waste), 2) pen and paper diary with visual estimation of food amounts (pen and paper estimates minus the criterion value), and 3) pen and paper diary with a scale (pen and paper dairy accompanied by a scale minus directly weighed foods by lab personnel). All food values are in grams. The error values noted here represent less accurate estimates the further away they are from zero, either in the positive or negative direction. There are no min and max values to error measures.

Secondary

MeasureTime frameDescription
Phase 2: Weight of All Household WasteBaseline to Day 14Difference in change in total weight of all sources of household food waste.

Countries

United States

Participant flow

Participants by arm

ArmCount
All Participants
All individuals recruited to participate in the study. Arms/Groups are combined because baseline measures were collected prior to randomization.
42
Total42

Baseline characteristics

CharacteristicAll Participants
Age, Continuous36.3 years
Avoidable waste741.5 grams/week
STANDARD_DEVIATION 984.4
Race (NIH/OMB)
American Indian or Alaska Native
0 Participants
Race (NIH/OMB)
Asian
2 Participants
Race (NIH/OMB)
Black or African American
8 Participants
Race (NIH/OMB)
More than one race
0 Participants
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
0 Participants
Race (NIH/OMB)
Unknown or Not Reported
2 Participants
Race (NIH/OMB)
White
30 Participants
Sex: Female, Male
Female
38 Participants
Sex: Female, Male
Male
4 Participants

Adverse events

Event typeEG000
affected / at risk
deaths
Total, all-cause mortality
0 / 40
other
Total, other adverse events
0 / 40
serious
Total, serious adverse events
0 / 40

Outcome results

Primary

Phase 1: Food Waste Error

Participant estimations of food waste using the following three experimental methods as compared to the criterion value of weighed waste collected by study staff: 1) the FoodImage App (FoodImage app estimates minus the criterion value of lab personnel measured weighed food waste), 2) pen and paper diary with visual estimation of food amounts (pen and paper estimates minus the criterion value), and 3) pen and paper diary with a scale (pen and paper dairy accompanied by a scale minus directly weighed foods by lab personnel). All food values are in grams. The error values noted here represent less accurate estimates the further away they are from zero, either in the positive or negative direction. There are no min and max values to error measures.

Time frame: Visit 1

ArmMeasureValue (MEAN)Dispersion
FoodImage AppPhase 1: Food Waste Error-16.25 gramsStandard Deviation 84.72
Diary: Visual EstimationPhase 1: Food Waste Error31.34 gramsStandard Deviation 134.8
Diary With a ScalePhase 1: Food Waste Error20553.6 grams
Secondary

Phase 2: Weight of All Household Waste

Difference in change in total weight of all sources of household food waste.

Time frame: Baseline to Day 14

ArmMeasureValue (LEAST_SQUARES_MEAN)Dispersion
FoodImage AppPhase 2: Weight of All Household Waste-232.65 gramsStandard Error 289.44
Diary: Visual EstimationPhase 2: Weight of All Household Waste-325.05 gramsStandard Error 319.99

Source: ClinicalTrials.gov · Data processed: Feb 27, 2026