Evidence map›Paper›PMID 41022156›Full record

Trial reportThe Journal of nutrition2025

Validity of the PortionSize and MyFitnessPal Smartphone Applications for Estimating Dietary Intake: A Randomized Crossover Clinical Trial.

Hanim E Diktas, Chloe P Lozano, Sanjoy Saha, Stephanie T Broyles, Corby K Martin, John W Apolzan

Registry-linked trialAbstract readRandomized Controlled TrialValidation Study
In one paragraph

Trial report in The Journal of nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05166226 (The Reliability and Validity of the PortionSize™ and MyFitnessPal Apps), which is not on this map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05166226 completednot on this map

The Reliability and Validity of the PortionSize™ and MyFitnessPal Apps (Study 2: Semi-controlled, Free-living Evaluation)

TypeobservationalSponsorPennington Biomedical Research CenterRan2022 to 2026Enrolled45ConditionsDietary Habits
3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Trial
  2. Trial
  3. Article
  4. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Hanim E DiktasPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States.
Chloe P LozanoPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States; University of Hawaii Cancer Center, Population Sciences Program, Honolulu, HI, United States.
Sanjoy SahaPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States; Tennessee State University, Department of Public Health, Nashville, TN, United States.
Stephanie T BroylesPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States.
Corby K MartinPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States.
John W ApolzanPennington Biomedical Research Center, Louisiana State University System, Baton Rouge, LA, United States. Electronic address: john.apolzan@pbrc.edu.

Funding

Tracking & Evaluation CoreU54GM104940 · NIGMS · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI Peter Todd Katzmarzyk · 2012 to 2026
$69.1M
Research BaseP30DK072476 · NIDDK · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI CORBY K MARTIN · 2005 to 2026
$26.5M
Training in Obesity ResearchT32DK064584 · NIDDK · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI CORBY K MARTIN, Christopher D Morrison · 2003 to 2026
$5.3M
Evaluation of the validity of the PortionSize app in controlled and free-living conditions: Tests of an app that calculates food intake and provides immediate feedback to usersR01DK124558 · NIDDK · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI APOLZAN, JOHN WILLIAM, MARTIN, CORBY K · 2020 to 2023
$1.8M
Leveraging machine learning and EMA data to identify factors that predict children's energy intakeF32HD116537 · NICHD · LSU PENNINGTON BIOMEDICAL RESEARCH CTR · PI Hanim Ecem Diktas · 2025 to 2026
$159k
NICHD NIH HHS F32 HD116537NIDDK NIH HHS P30 DK072476NIDDK NIH HHS R01 DK124558NIDDK NIH HHS T32 DK064584NIGMS NIH HHS U54 GM104940
6 · The paper itself

Abstract

backgroundPortionSize is a smartphone application that utilizes augmented reality and portion size templates to facilitate users' food intake estimates. MyFitnessPal is a commercial application that tracks food intake based on user's portion size estimates. Both applications provide real-time feedback on dietary intake, with PortionSize also providing feedback on intake of MyPlate food groups.

objectivesThis study aimed to test validity of both applications for accurately measuring food intake compared with weighed food.

methodsIn a within-subjects randomized counterbalanced design, we tested the validity of both applications for accurately measuring food intake compared with weighed food. In semicontrolled free-living settings, adults received a cooler each day that contained preweighed foods and were instructed to consume only food and beverages provided. Participants used PortionSize and MyFitnessPal during 3-d periods separated by ∼1-wk with prior training on each application. After study periods, participants completed a User Preference Survey (UPS). Two one-sided t-tests, with ±18% equivalence bounds, were used to test whether energy intake estimated with applications was statistically equivalent to weighed intake.

resultsThe analysis sample (n = 44; 1 dropped) consisted of 55% females, with a mean (standard deviation) age of 44 y (11) y. PortionSize (P = 0.032) and MyFitnessPal (P < 0.001) energy intake (kcal) estimates were equivalent to weighed intake (mean percent error 8.0% compared with 3.7%, respectively). MyFitnessPal had a smaller relative absolute error (P < 0.001) for energy intake compared with PortionSize. PortionSize and weighed food group estimations were equivalent for protein intake (P = 0.002). Although estimates for vegetables, fruits, and dairy were not equivalent, the magnitude of error was relatively low (<0.5 cup Eq). For the UPS, 82% of participants preferred using MyFitnessPal compared with PortionSize (18%; P < 0.001).

conclusionsIn semicontrolled free-living settings, both applications provided equivalent energy intake estimates compared with weighed foods; however, PortionSize showed greater error for energy and lower user preference than MyFitnessPal, highlighting the need for improvements to decrease error and enhance user experience. This trial was registered at clinicaltrials.gov as NCT05166226.

Indexed as

DietMobile ApplicationsPortion SizeSmartphoneAdultCross-Over StudiesEnergy IntakeFemaleHumansMaleMiddle AgedYoung Adultdietary assessmentenergy intakefood intakemHealthMyFitnessPalPortionSize

Identifiers

PMID41022156
PMCPMC12573665

What OpenQuestion holds

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Registered trials

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.