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一款针对肥胖青少年的图像识别饮食评估应用程序:试点随机对照试验。

An Image-Recognition Dietary Assessment App for Adolescents With Obesity: Pilot Randomized Controlled Trial.

作者信息

Oei Krista, Choi Elizabeth Ey, Bar-Dayan Alisa, Stinson Jennifer N, Palmert Mark R, Alfonsi Jeffrey E, Hamilton Jill

机构信息

Division of Endocrinology, The Hospital for Sick Children, Toronto, ON, Canada.

Department of Pediatrics, University of Toronto, Toronto, ON, Canada.

出版信息

JMIR Form Res. 2024 Dec 2;8:e58682. doi: 10.2196/58682.

Abstract

BACKGROUND

Adolescence is a period of increased susceptibility to developing obesity-related health issues due to poor eating patterns and increased sedentary behaviors. Recommendations for pediatric obesity management include dietary assessments. However, adolescents often avoid food logging through traditional methods. The use of image-recognition dietary assessment apps in adolescents with obesity is not well studied. Eating for Wellness (E4W) is a mobile app that determines the nutritional content of meals from photos and incorporates nutritional goal setting. Nutritional data can be displayed for health care providers (HCPs) via the Clinician Portal, while the data are presented to the user in a manner that minimizes the focus on calorie counting.

OBJECTIVE

This study aims to evaluate the usability and feasibility of E4W, a mobile health app designed to improve dietary intake in adolescents with obesity attending an obesity clinic, using a phased approach.

METHODS

The overall study was conducted in 2 phases to refine and evaluate E4W. In Phase 1, usability was tested through 3 iterative cycles of patient interviews. A total of 14 patient participants, aged 12-18 years with a BMI≥97th percentile, were included. Participants performed standardized scenario-based tasks in E4W and provided feedback on the app. Two iterative cycles were conducted for HCPs (n=4). Refinements were made during each cycle based on issues encountered and feedback provided. In Phase 2, a pilot randomized controlled trial of 32 adolescents (16 adolescents enrolled in the experimental group for 1 month, and 16 controls enrolled for 1 month) was completed. Both groups met with their dietitian at baseline, midstudy, and 1 month following their baseline visit to discuss goals and eating patterns. The control group was instructed to take photos of all intake using their default phone camera, without access to E4W, while those in the experimental group received full access to E4W. The primary outcome was the feasibility of implementation. Secondary outcomes examined overall change in dietary intake and achievement of nutritional goals.

RESULTS

Usability testing demonstrated that E4W and the Clinician Portal were easy to use, efficient, and well-liked by patients and HCPs. Feasibility testing revealed high patient acceptability scores. However, significant technical challenges were encountered. Although the use of E4W did not significantly impact patient engagement (control: mean 0.9, SD 0.7; experimental: mean 1.7, SD 1.9; P=.14), there were outliers in the experimental group with very high engagement and improved self-reported efficacy. Overall, there was no improvement in dietary intake, although assessment was hindered by poor adherence to traditional methods of food logging.

CONCLUSIONS

E4W and the Clinician Portal were well-received by patients and HCPs. Further research is warranted and planned to determine if E4W can improve dietary intake and achievement of nutritional goals in adolescents with obesity.

TRIAL REGISTRATION

ClinicalTrials.gov NCT05548868; https://clinicaltrials.gov/study/NCT05548868.

摘要

背景

青春期由于不良饮食模式和久坐行为增加,更容易出现与肥胖相关的健康问题。儿科肥胖管理的建议包括饮食评估。然而,青少年通常会避免通过传统方法记录食物摄入情况。肥胖青少年使用图像识别饮食评估应用程序的研究尚不充分。“健康饮食”(E4W)是一款移动应用程序,可通过照片确定膳食的营养成分,并纳入营养目标设定。营养数据可通过临床医生门户显示给医疗保健提供者(HCP),同时以尽量减少对卡路里计数关注的方式向用户呈现数据。

目的

本研究旨在采用分阶段方法评估E4W这款移动健康应用程序的可用性和可行性,该应用程序旨在改善在肥胖诊所就诊的肥胖青少年的饮食摄入。

方法

整个研究分两个阶段进行,以完善和评估E4W。在第1阶段,通过3个迭代周期的患者访谈测试可用性。共纳入14名年龄在12 - 18岁、BMI≥第97百分位数的患者参与者。参与者在E4W中执行基于标准化场景的任务,并对该应用程序提供反馈。对HCP进行了2个迭代周期(n = 4)。根据遇到的问题和提供的反馈,在每个周期进行改进。在第2阶段,完成了一项针对32名青少年的试点随机对照试验(16名青少年纳入实验组1个月,16名对照组纳入1个月)。两组在基线、研究中期和基线访视后1个月与他们的营养师会面,讨论目标和饮食模式。对照组被指示使用其默认手机相机拍摄所有摄入食物的照片,无法使用E4W,而实验组的参与者可以完全使用E4W。主要结果是实施的可行性。次要结果检查饮食摄入的总体变化和营养目标的达成情况。

结果

可用性测试表明,E4W和临床医生门户易于使用、高效,受到患者和HCP的喜爱。可行性测试显示患者接受度得分很高。然而,遇到了重大技术挑战。虽然使用E4W对患者参与度没有显著影响(对照组:均值0.9,标准差0.7;实验组:均值1.7,标准差1.9;P = 0.14),但实验组有一些异常值,参与度非常高且自我报告的效能有所提高。总体而言,饮食摄入量没有改善,尽管评估因对传统食物记录方法的依从性差而受到阻碍。

结论

E4W和临床医生门户受到患者和HCP的好评。有必要并计划进行进一步研究,以确定E4W是否可以改善肥胖青少年的饮食摄入和营养目标的达成情况。

试验注册

ClinicalTrials.gov NCT05548868;https://clinicaltrials.gov/study/NCT05548868

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3b04/11650080/163ac8bb604d/formative_v8i1e58682_fig1.jpg

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