Evidence mapPaperPMID 36432498Full record

ArticleNutrients2022

Changes in Health-Promoting Behaviors and Their Association with Weight Loss, Retention, and Engagement on a Digital Program: Prospective Study.

Heather Behr, Sydney Earl, Annabell Suh Ho, Jihye Lee, Ellen Siobhan Mitchell, Meaghan McCallum, Christine N May, Andreas Michaelides

Registry-linked trialOpen access · goldAbstract read
In one paragraph

Article in Nutrients, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07560579 (Weight Loss and Endocrine Disrupting Chemicals), which is not on this map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
3.3field-weighted citation impact, top 8% of its field
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.

NCT07560579 naactive not recruitingnot on this mapstarted 2025, after this paper: background citation

Weight Loss and Endocrine Disrupting Chemicals (EDCs): Lifestyle Interventions to Lose Weight and Reduce EDC Exposure in Individuals With Overweight/Obesity

TypeinterventionalSponsorMillion Marker Wellness, Inc.Ran2025 to 2026Enrolled226ConditionsObesity &Amp, Amp, Amp, OverweightArmsEducational curriculum, Weight loss Application, Urinary EDC metabolite testing, Siphox clinic biomarker test, Weight loss reporting
3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 14 citations in OpenAlex.

  1. Trial
  2. Adherence to Behavioral Weight Management: A Scoping Review of Definitions, Measurement, and Components.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026
    Article
  3. Article
  4. [Application of Digital Nutrition Technologies in Adult Weight Management].Sichuan da xue xue bao. Yi xue ban = Journal of Sichuan University. Medical science edition · 2025
    Article
  5. Article
  6. Article
  7. Article
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

8 authors at 4 institutions in 1 country.

Heather BehrDepartment of Integrative Health, Saybrook University, 55 W Eureka St., Pasadena, CA 91103, USA.
Sydney EarlDepartment of Psychology, North Carolina State University, Poe Hall, 2310 Stinson Dr., Raleigh, NC 27695, USA.
Annabell Suh HoAcademic Research, Noom, 450 W 33rd St., New York, NY 10001, USA.
Jihye LeeMoody College of Communication, The University of Texas at Austin, 300 W Dean Keeton St., Austin, TX 78712, USA.
Ellen Siobhan MitchellAcademic Research, Noom, 450 W 33rd St., New York, NY 10001, USA.ORCID 0000-0001-7851-6283
Meaghan McCallumAcademic Research, Noom, 450 W 33rd St., New York, NY 10001, USA.
Christine N MayAcademic Research, Noom, 450 W 33rd St., New York, NY 10001, USA.ORCID 0000-0002-4367-5310
Andreas MichaelidesAcademic Research, Noom, 450 W 33rd St., New York, NY 10001, USA.
Noom (United States) · USNorth Carolina State University · USSaybrook University · USThe University of Texas at Austin · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Health-promoting lifestyle behaviors (e.g., as measured by the HPLP-II) are associated with reductions in lifestyle disease mortality, as well as improved well-being, mental health, and quality of life. However, it is unclear how a weight-management program relates to a broad range of these behaviors (i.e., health responsibility, physical activity, nutrition, spiritual growth, interpersonal relations, and stress management), especially a fully digital program on which individuals have to self-manage their own behaviors in their daily lives (with assistance from a virtual human coach). In the context of a digital setting, this study examined the changes in health-promoting behaviors over 12 months, as well as the associations between health-promoting behaviors and weight loss, retention, and engagement, among participants who self-enrolled in a mobile CBT-based nutritionally focused behavior change weight management program (n = 242). Participants lost a statistically significant amount of weight (M = 6.7 kg; SD = 12.7 kg; t(80) = 9.26, p < 0.001) and reported significantly improved overall health-promoting lifestyle behaviors (i.e., HPLP-II summary scores), as well as, specifically, health responsibility, physical activity, nutrition, spiritual growth, stress management, and interpersonal relations behaviors from baseline to 6 months and from 6 months to 12 months (all ps < 0.008). Health-promoting behaviors at 6 months (i.e., learned health-promoting behaviors) compared to baseline were better predictors of retention and program engagement. A fully digital, mobile weight management intervention can improve HPLP-II scores, which, in turn, has implications for improved retention, program engagement, and better understanding the comprehensive effects of weight management programs, particularly in a digital setting.

Indexed as

Quality of LifeWeight LossHumansLife StyleMental HealthProspective Studieshealth-promoting behaviorsmHealthobesityweight management

Identifiers

PMID36432498
PMCPMC9699210
OpenAlexW4309027250

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.