ReviewPreventive medicine2008
Methods of quantifying change in multiple risk factor interventions.
Review in Preventive medicine, 2008. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 1 of them a synthesis that pooled it.
What it found
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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.
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.
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Who cites it
48 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Transtheoretical model stages of change for dietary and physical exercise modification in weight loss management for overweight and obese adults.The Cochrane database of systematic reviews · 2014Pooled it
- Spillover effect of a dietary intervention on physical activity in a randomized controlled trial with colorectal cancer patients.The international journal of behavioral nutrition and physical activity · 2025Trial
- Trial
- A Web-Based Computer-Tailored Program to Improve Treatment Adherence in Patients With Type 2 Diabetes: Randomized Controlled Trial.Journal of medical Internet research · 2021Trial
- A Cluster Randomized Controlled Trial of a Total Worker HealthInternational journal of environmental research and public health · 2018Trial
- Implementing an Integrated Health Protection/Health Promotion Intervention in the Hospital Setting: Lessons Learned From the Be Well, Work Well Study.Journal of occupational and environmental medicine · 2016Trial
- Behavioral impacts of sequentially versus simultaneously delivered dietary plus physical activity interventions: the CALM trial.Annals of behavioral medicine : a publication of the Society of Behavioral Medicine · 2013Trial
- Multiple behavior changes in diet and activity: a randomized controlled trial using mobile technology.Archives of internal medicine · 2012Trial
- Physical activity and dietary behavior change in Internet-based weight loss interventions: comparing two multiple-behavior change indices.Preventive medicine · 2012Trial
- Feasibility and acceptability of a multiple risk factor intervention: the Step Up randomized pilot trial.BMC public health · 2011Trial
- Initial efficacy of MI, TTM tailoring and HRI's with multiple behaviors for employee health promotion.Preventive medicine · 2008Trial
- Personal resilience resources predict post-stem cell transplant cancer survivors' psychological outcomes through reductions in depressive symptoms and meaning-making.Journal of psychosocial oncologyTrial
- Sit-to-Stand Performance, Moderate-to-Vigorous Physical Activity, and Health-Related Quality of Life in Knee Osteoarthritis: A Prospective Mediation Analysis.Preventing chronic disease · 2026Article
- Investigating the Relationship Between Physical Activity Disparities and Health-Related Quality of Life Among Black People With Knee Osteoarthritis.Preventing chronic disease · 2023Article
- Article
- The association of healthy lifestyle score and risk of non-alcoholic fatty liver disease.BMC public health · 2023Article
- Proactive automatised lifestyle intervention (PAL) in general hospital patients: study protocol of a single-group trial.BMJ open · 2022Article
- A Descriptive Study on Multiple Health-Risk Behaviors among Chinese Adults in Hong Kong.International journal of environmental research and public health · 2022Article
- Life Course Air Pollution Exposure and Cognitive Decline: Modelled Historical Air Pollution Data and the Lothian Birth Cohort 1936.Journal of Alzheimer's disease : JAD · 2021Article
- Nothing wrong about change: the adequate choice of the dependent variable and design in prediction of cognitive training success.BMC medical research methodology · 2020Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
objectiveRisky behaviors such as smoking, alcohol abuse, physical inactivity, and poor diet are detrimental to health, costly, and often co-occur. Greater efforts are being targeted at changing multiple risk behaviors to more comprehensively address the health needs of individuals and populations. With increased interest in multiple risk factor interventions, the field will need ways to conceptualize the issue of overall behavior change.
methodAnalyzing data from over 8000 participants in four multibehavioral interventions, we present five different methods for quantifying and reporting changes in multiple risk behaviors.
resultsThe methods are: (a) the traditional approach of reporting changes in individual risk behaviors; (b) creating a combined statistical index of overall behavior change, standardizing scores across behaviors on different metrics; (c) using a behavioral index; (d) calculating an overall impact factor; and (e) using overarching outcome measures such as quality of life, related biometrics, or cost outcomes. We discuss the methods' interpretations, strengths, and limitations.
conclusionGiven the lack of consensus in the field on how to examine change in multiple risk behaviors, we recommend researchers employ and compare multiple methods in their publications. A dialogue is needed to work toward developing a consensus for optimal ways of conceptualizing and reporting changes in multibehavioral interventions.
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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.