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Evaluating Consumer m-Health Services for User Engagement and Health Promotion: An Organizational Field Experiment

2015년 7월 27일 업데이트: Yi-Chin Lin, Carnegie Mellon University

Introduction Chronic disease is prevalent and costly in the U.S. (Tu & Cohen, 2009). Poor eating habit is one factor that account for risk of chronic disease (Arsand, Varmedal, & Hartvigsen, 2007). Smartphone technology has been promising to improve preventive health outcomes. However, its great potential has not been widely applied to people's eating behaviors and its impact is unknown.

Professional and peer supports can improve health status (Elkjaer et al., 2010; Lorig et al., 1999; Perri, Sears, & Clark, 1993). However, the former is usually delivered didactically or passively with limited use of smartphones. There is also little evidence of the effect of peer support delivered by smartphones in the domain of healthy eating. This research aims to study what smartphone technology can do to upgrade professional and peer supports, and to evaluate the impact of these mobile-app enabled supports on people's behavior of healthy eating and user engagement.

Hypotheses

According to Social Cognitive Theory, we hypothesize the following:

  1. Mobile-enabled self-monitoring approach improves users' healthy eating behaviors through improved self-efficacy
  2. Professional support improves users' healthy eating behaviors through improved self-efficacy
  3. Peer support improves users' healthy eating behaviors through improved self-efficacy
  4. The amount of support is positively correlated with the change in behaviors and their determinants

Experiment Design The hypotheses will be examined bya 4-month randomized field experiment. 375 subjects will be recruited and assigned to one of the five arms to receive the corresponding tool for diet management at no cost.

Arm 1: a mobile App with both professional and peer support Arm 2: a mobile App with peer support only Arm 3: a mobile App with professional support only Arm 4: a mobile App without any support Arm 5: a non-mobile web App In addition to the App usage data, five surveys are conducted at baseline and the end of each month. Respondents will be compensated by $8 and a chance to win $200 for each completed survey.

Interventions

  1. All subjects receive the following interventions: an education package includes the importance of healthy eating, concept of MyPlate, personalized daily food plans; reminders throughout the study; goal setting capabilities;
  2. Self-monitoring provided by an Android App: a heuristic approach inspired by MyPlate to record their food consumption which allows users to record their meals by images and doesn't require estimations in cups and ounces; daily reports and trend reports
  3. Self-monitoring provided by the web App: a traditional approach to record their food consumption which requires estimations in cups and ounces, and no images are allowed; no daily reports and trend reports are provided
  4. Professional support provided by a registered dietitian via the Android App: the supports include the following:

    1. Reply to users' messages regarding healthy eating
    2. Provide meal-specific comments on subjects' meal consumptions: one meal per week
    3. Provide feedback on the subjects' consumption patterns: once per week
  5. Peer support provided by other subjects via the Android App: the App provides platforms for subjects who have the same interest to communicate to each other. The actions the subjects can do in the platforms include:

    1. Post images or texts related to healthy eating
    2. Share meals with their ratings
    3. Like/dislike others' posts
    4. Comment on others' posts e Create groups which allow subjects who have the same interest to join

Measurements

  1. Dependent Variables

    1. Eating behavior: a score of healthiness of a meal will be assigned by a dietitian. The scores obtained by the same subject along the experiment compose the subject's eating behavior
    2. Engaging behavior: this is measured by the number of meals recorded by the subject in a week. The numbers for the same subject along the experiment compose the subject's engaging behavior
  2. Independent Variables

    1. Level of peer support: this will be measured by a score representing the number of posts, likes, and comments received and given by a subject in a week
    2. Level of professional support: this will be measured by a score representing the number of messages or comments exchanged with the dietitian in a week
  3. Mediator Variables: self-efficacy, outcome expectation, and impediments will be measured by survey instruments

Data

  1. User Survey: characteristics and perceptions
  2. Mobile App: time, location, and contents of goal setting, meal entries, communications with professionals and peers
  3. Web App: contents of goal setting and meal entries

Analysis Confirmatory factor analysis and statistical modeling such as structural equation modeling and mixed models will be conducted to test our hypotheses.

연구 개요

연구 유형

중재적

등록 (실제)

425

단계

  • 해당 없음

연락처 및 위치

이 섹션에서는 연구를 수행하는 사람들의 연락처 정보와 이 연구가 수행되는 장소에 대한 정보를 제공합니다.

연구 장소

    • Pennsylvania
      • Pittsburgh, Pennsylvania, 미국, 15213
        • Carnegie Mellon University

참여기준

연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.

자격 기준

공부할 수 있는 나이

18년 이상 (성인, 고령자)

건강한 자원 봉사자를 받아들입니다

아니

연구 대상 성별

모두

설명

Inclusion Criteria:

  • age at least 18 years
  • Android smartphone users
  • having internet accessibility on the smartphone during the study period

Exclusion Criteria:

  • currently participating in other similar programs
  • having specific medical conditions that require specialized diets

공부 계획

이 섹션에서는 연구 설계 방법과 연구가 측정하는 내용을 포함하여 연구 계획에 대한 세부 정보를 제공합니다.

연구는 어떻게 설계됩니까?

디자인 세부사항

  • 주 목적: 지지 요법
  • 할당: 무작위
  • 중재 모델: 병렬 할당
  • 마스킹: 없음(오픈 라벨)

무기와 개입

참가자 그룹 / 팔
개입 / 치료
실험적: Mobile: Professional and peer support
A mobile app that provides both professional support and peer support
실험적: Mobile: Peer support
A mobile app that provides peer support, but not professional support
실험적: Mobile: Professional Support
A mobile app that provides professional support, but no peer support
활성 비교기: Mobile: No Support
A mobile app that provides neither peer support nor professional support
활성 비교기: Web: No Support
A web app that provides neither peer support, nor professional support

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
Healthy Eating Behavior
기간: 4 months after signed up
This will be measured by a score representing the healthiness of each selected meal, evaluated by dietitians. Specifically, the score is composed of three sub-scores: 1) portion of fruits and vegetables (7-point Likert scale); 2) portion of the entire meal (7-point Likert scale); 3) evaluators confidence level (4-point Likert scale). One subject will get one score per week, and hence 16 scores in 4-months.
4 months after signed up
Engaging Behavior
기간: 4 months after signed up
This will be measured by the number of records submitted by the subject via the assigned tool in a week. One subject will get one score per week, and hence 16 scores in 4-months.
4 months after signed up

공동 작업자 및 조사자

여기에서 이 연구와 관련된 사람과 조직을 찾을 수 있습니다.

수사관

  • 수석 연구원: Yi-Chin Lin, MS, Carnegie Mellon University
  • 연구 의자: Rema Padman, PhD, Carnegie Mellon University
  • 연구 책임자: Julie Downs, PhD, Carnegie Mellon University
  • 연구 책임자: Vibhanshu Abhishek, PhD, Carnegie Mellon University

간행물 및 유용한 링크

연구에 대한 정보 입력을 담당하는 사람이 자발적으로 이러한 간행물을 제공합니다. 이것은 연구와 관련된 모든 것에 관한 것일 수 있습니다.

연구 기록 날짜

이 날짜는 ClinicalTrials.gov에 대한 연구 기록 및 요약 결과 제출의 진행 상황을 추적합니다. 연구 기록 및 보고된 결과는 공개 웹사이트에 게시되기 전에 특정 품질 관리 기준을 충족하는지 확인하기 위해 국립 의학 도서관(NLM)에서 검토합니다.

연구 주요 날짜

연구 시작

2014년 3월 1일

기본 완료 (실제)

2014년 10월 1일

연구 완료 (실제)

2014년 10월 1일

연구 등록 날짜

최초 제출

2014년 7월 31일

QC 기준을 충족하는 최초 제출

2014년 7월 31일

처음 게시됨 (추정)

2014년 8월 1일

연구 기록 업데이트

마지막 업데이트 게시됨 (추정)

2015년 7월 28일

QC 기준을 충족하는 마지막 업데이트 제출

2015년 7월 27일

마지막으로 확인됨

2015년 7월 1일

추가 정보

이 연구와 관련된 용어

기타 연구 ID 번호

  • HS14-249

이 정보는 변경 없이 clinicaltrials.gov 웹사이트에서 직접 가져온 것입니다. 귀하의 연구 세부 정보를 변경, 제거 또는 업데이트하도록 요청하는 경우 register@clinicaltrials.gov. 문의하십시오. 변경 사항이 clinicaltrials.gov에 구현되는 즉시 저희 웹사이트에도 자동으로 업데이트됩니다. .

구독하다