Meta-Synthesis of Health Behavior Change Meta-Analyses
Open accessAbstract
Objectives. We integrated and compared meta-analytic findings across diverse behavioral interventions to characterize how well they have achieved change in health behavior. Methods. Outcomes from 62 meta-analyses of interventions for change in health behavior were quantitatively synthesized, including 1011 primary-level investigations with 599 559 participants. Content coding suggested 6 behavioral domains: eating and physical activity, sexual behavior, addictive behaviors, stress management, female-specific screening and intervention behaviors, and behaviors involving use of health services. Results. Behavior change interventions were efficacious (mean effect sizes = 0.08–0.45). Behavior change was more evident in more recent meta-analyses; those that sampled older interventions and literatures or sampled more published articles; those that included studies that relied on self-report, used briefer interventions, or sampled fewer, older, or female participants; and in some domains (e.g., stress management) more than others (e.g., sexual behaviors). Conclusions. Interventions improved health-related behaviors; however, efficacy varied as a function of participant and intervention characteristics. This meta-synthesis provides information about the efficacy of behavioral change interventions across health domains and populations; this knowledge can inform the design and development of public health interventions and future meta-analyses of these studies.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Additional workload caused by the implementation of new complex interventions hindered adoption.
“Additional workload caused by the implementation of new complex interventions was also found to hinder adoption [17, 31, 44, 54, 66, 81, 84].”
From Achieving change in primary care—causes of the evidence to practice gap: systematic reviews of reviews (2015) · cites this paper as [81]
The Results section on factors linked with intervention efficacy compares intervention length and effect sizes, not workload or adoption. A search for implementation workload and adoption barriers found no passage in our copy addressing the claimed obstacle. (LLM, conf=0.72)
Experimental — accuracy not yet measuredPrevious personal experience in clinical practice or with the information system affected professional attitudes to a new system or intervention.
“Previous personal experience in clinical practice or with the information system affected professional attitudes to a new system or intervention [54, 66, 77, 81].”
From Achieving change in primary care—causes of the evidence to practice gap: systematic reviews of reviews (2015) · cites this paper as [81]
The Results and Discussion passages address the efficacy of health-behavior interventions, not professionals’ attitudes toward a new system or intervention. Searches for prior clinical or information-system experience and professional attitudes found no passage addressing the claimed relationship. The indexed passages provide section labels but no page numbers. (LLM, conf=0.76)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Actual Causes of Death in the United States, 2000
Mokdad, A. H. (2004) · JAMA · doi:10.1001/jama.291.10.1238 · Cited by 5,211 · see citing works
Moher, D., Cook, D. J., Eastwood, S., Olkin, I., Rennie, D., & Stroup, D. F. (1999) · The Lancet · doi:10.1016/s0140-6736(99)04149-5 · Cited by 4,826 · see citing works
Assessing heterogeneity in meta-analysis: Q statistic or I² index?
Huedo-Medina, T. B., Sánchez-Meca, J., Marín-Martínez, F., & Botella, J. (2006) · Psychological Methods · doi:10.1037/1082-989x.11.2.193 · Cited by 4,256 · see citing works
Ouellette, J. A., & Wood, W. (1998) · Psychological Bulletin · doi:10.1037/0033-2909.124.1.54 · Cited by 3,480 · see citing works
Improving the Quality of Reporting of Randomized Controlled Trials: The CONSORT Statement
Begg, C. (1996) · JAMA · doi:10.1001/jama.1996.03540080059030 · Cited by 3,127 · see citing works
The psychology of social impact
Latané, B. (1981) · American Psychologist · doi:10.1037/0003-066x.36.4.343 · Cited by 2,864 · see citing works
Des Jarlais, D. C., Lyles, C., Crepaz, N., & the TREND Group (2004) · American Journal of Public Health · doi:10.2105/ajph.94.3.361 · Cited by 2,817 · see citing works
Lipsey, M. W., & Wilson, D. B. (1993) · American Psychologist · doi:10.1037/0003-066x.48.12.1181 · Cited by 2,033 · see citing works
Reyna, V. F., & Farley, F. (2006) · Psychological Science in the Public Interest · doi:10.1111/j.1529-1006.2006.00026.x · Cited by 1,244 · see citing works
Effect of Exercise on Depression
NORTH, T. C., McCULLAGH, P., & TRAN, Z. V. (1990) · Exercise and Sport Sciences Reviews · doi:10.1249/00003677-199001000-00016 · Cited by 657 · see citing works
Child Sexual Abuse Prevention Programs: A Meta-Analysis
Davis, M. K., & Gidycz, C. A. (2000) · Journal of Clinical Child Psychology · doi:10.1207/s15374424jccp2902_11 · Cited by 255 · see citing works
Heinsman, D. T., & Shadish, W. R. (1996) · Psychological Methods · doi:10.1037/1082-989x.1.2.154 · Cited by 125 · see citing works
Flagged first, then by citations
Research works printed but not linked: 27
- [2]Breslow L The future of public health: prospects in the United States for the 1990s Annu Rev Public Health 1990 11 1 28 2191653
- [3]Green LW Kreuter MW Health promotion as a public health strategy for the 1990s Annu Rev Public Health 1990 11 319 334 2191664
- [4]Salovey P Rothman AJ Rodin J Gilbert DT Fiske ST Lindzey G Health behavior The Handbook of Social Psychology 2 4 New York, NY McGraw-Hill 1998 633 683
- [5]Kaplan RM The Ziggy theorem: toward an outcomes-focused health psychology Health Psychol 1994 13 6 451 460 7889899
- [7]Hedges LV Olkin I Statistical Methods for Meta-Analysis Orlando, FL Academic Press 1985
- [8]Steinhart AH Hemphill D Greenberg GR Sulfasalazine and mesalazine for the maintenance therapy of Crohn’s disease: a meta-analysis Am J Gastroenterol 1994 89 12 2116 2124 7977225
- [12]Mullen PD Simons-Morton DG Ramirez G Frankowski RF Green LW Mains DA A meta-analysis of trials evaluating patient education and counseling for three groups of preventive health behaviors Patient Educ Couns 1997 32 3 157 173 9423498
- [13]Mytton JA DiGuiseppi C Gough DA Taylor RS Logan S School-based violence prevention programs: systematic review of secondary prevention trials Arch Pediatr Adolesc Med 2002 156 8 752 762 12144364
- [16]Black DR Gleser LJ Kooyers KJ A meta-analytic evaluation of couples weight-loss programs Health Psychol 1990 9 3 330 347 2140323
- [17]Mullen PD Mains DA Velez R A meta-analysis of controlled trials of cardiac patient education Patient Educ Couns 1992 19 2 143 162 1299819
- [18]Bruvold WH Rundall TG A meta-analysis and theoretical review of school based tobacco and alcohol intervention programs Psychol Health 1988 2 1 53 78
- [19]Becker BJ Tinsley HEA Brown SD Multivariate Meta-Analysis Handbook of Applied Multivariate Statistics and Mathematical Modeling San Diego, CA Academic Press 2000 499 525
- [21]Johnson BT Eagly AH Reis HT Judd CM Quantitative Synthesis of Social Psychological Research Handbook of Research Methods in Social and Personality Psychology New York, NY Cambridge University Press 2000 496 528
- [22]Higgins JP Thompson SG Quantifying heterogeneity in a meta-analysis Stat Med 2002 21 11 1539 1558 12111919
- [25]Johnson BT Carey MP Chaudoir SR Reid AE Sexual risk reduction for persons living with HIV: research synthesis of randomized controlled trials, 1993 to 2004 J Acquir Immune Defic Syndr 2006 41 5 642 650 16652039 PMC2424183
- [26]Johnson BT Scott-Sheldon LA Smoak ND Lacroix JM Anderson JR Carey MP Behavioral interventions for African Americans to reduce sexual risk of HIV: a meta-analysis of randomized controlled trials J Acquir Immune Defic Syndr 2009 51 4 492 501 19436218 PMC3021417
- [27]Noar SM Behavioral interventions to reduce HIV-related sexual risk behavior: review and synthesis of meta-analytic evidence AIDS Behav 2008 12 3 335 353 17896176
- [30]Marcus BH Dubbert PM Forsyth LH Physical activity behavior change: issues in adoption and maintenance Health Psychol 2000 19 1 suppl 32 41 10709946
- [31]Johnson BT Carey MP Muellerleile PA Large trials vs meta-analysis of smaller trials JAMA 1997 277 5 277 9010167
- [33]Weisburd D Petrosino A Mason G Tony M Design sensitivity in criminal justice experiments Crime and Justice: A Review of Research Chicago, IL University of Chicago 1993 337 379
- [34]Garfield SL Bergin AE Garfield SL Research on Client Variables in Psychotherapy Handbook of Psychotherapy and Behavior Change 4 Oxford, England John Wiley & Sons 1994 190 228
- [35]Kreuter MW Wray RJ Tailored and targeted health communication: strategies for enhancing information relevance Am J Health Behav 2003 27 suppl 3 S227 S232 14672383
- [37]Schroder KE Carey MP Vanable PA Methodological challenges in research on sexual risk behavior, II: accuracy of self-reports Ann Behav Med 2003 26 2 104 123 14534028 PMC2441938
- [40]Schachter S Recidivism and self-cure of smoking and obesity Am Psychol 1982 37 4 436 444 7103240
- [41]Irvin JE Brandon TH The increasing recalcitrance of smokers in clinical trials Nicotine Tob Res 2000 2 1 79 84 11072444
- [42]Irvin JE Hendricks PS Brandon TH The increasing recalcitrance of smokers in clinical trials, II: pharmacotherapy trials Nicotine Tob Res 2003 5 1 27 35 12745504
- [46]Lee WL Bausell RB Berman BM The growth of health-related meta-analyses published from 1980 to 2000 Eval Health Prof 2001 24 3 327 335 11523321
Cited by
Sorted by citations
Lau, R., Stevenson, F., Ong, B. N., Dziedzic, K., Treweek, S., Eldridge, S., Everitt, H., Kennedy, A., Qureshi, N., Rogers, A., et al. (2015) · Implementation Science · doi:10.1186/s13012-016-0396-4 · Cited by 533 · see citing works
“vention [31, 35, 38, 39, 43, 44, 68, 75, 80, 81] were shown to impede implementation.”
BackgroundHeber, E., Ebert, D. D., Lehr, D., Cuijpers, P., Berking, M., Nobis, S., & Riper, H. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.5774 · Cited by 408 · see citing works
The impact of self-affirmation on health-behavior change: A meta-analysis
Epton, T., Harris, P. R., Kane, R., van Koningsbruggen, G. M., & Sheeran, P. (2015) · Health Psychology · doi:10.1037/hea0000116 · Cited by 277 · see citing works
Hennessy, E. A., Johnson, B. T., & Keenan, C. (2019) · Applied Psychology: Health and Well-Being · doi:10.1111/aphw.12169 · Cited by 91 · see citing works
Self-citationMindfulness for Global Public Health: Critical Analysis and Agenda
Oman, D. (2025) · Mindfulness · doi:10.1007/s12671-023-02089-5 · Cited by 87 · see citing works
Johnson, B. T., Michie, S., & Snyder, L. B. (2014) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0000000000000235 · Cited by 40 · see citing works
Self-citationKangasniemi, A. M., Lappalainen, R., Kankaanpää, A., Tolvanen, A., & Tammelin, T. (2015) · BMC Public Health · doi:10.1186/s12889-015-1604-x · Cited by 37 · see citing works
Kamal, K., Sunita, S., Karobi, D., & Abhishek, G. (2020) · Alcohol and Alcoholism · doi:10.1093/alcalc/agaa014 · Cited by 32 · see citing works
Nielsen, S. S., Skou, S. T., Larsen, A. E., Søndergaard, J., & Christensen, J. R. (2022) · Scandinavian Journal of Pain · doi:10.1515/sjpain-2021-0062 · Cited by 17 · see citing works
- Authors
- Johnson, B. T., Scott-Sheldon, L. A. J., & Carey, M. P.
- Affiliations
- University of Connecticut (US)
- Syracuse University (US)
- Venue
- American Journal of Public Health
- Publisher
- American Public Health Association
- Published
- 2010-11
- Volume
- 100
- Issue
- 11
- Pages
- 2193-2198
- ISSN
- 0090-0036 (ISSN-L)
- 1541-0048
- PMC
- PMC2951968
- OpenAlex
- W2023583029
- Cited by
- 160
- References
- 12
- Citations by year
- 2026: 4 · 2025: 2 · 2024: 4 · 2023: 7 · 2022: 9 · 2021: 11 · 2020: 10 · 2019: 12 · 2018: 17 · 2017: 8 · 2016: 19 · 2015: 11 · 2014: 15 · 2013: 10 · 2012: 11
- FWCI
- 1.01
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- American Journal of Public Health (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Centers for Disease Control and Prevention (P01CD000237)
- National Institute of Mental Health (K02 MH01582, R01MH058563, R01-MH58563, K02MH001582)
- Topics
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Social Sciences › Decision Sciences › Statistics, Probability and Uncertainty › Meta-analysis and systematic reviews
- Social Sciences › Psychology › Developmental and Educational Psychology › Behavioral and Psychological Studies
- Keywords
- health behavior change, behavioral interventions, intervention efficacy, dietary habits, physical activity, sexual behavior, addictive behavior, stress management, health screening, health care utilization, self-report measures, intervention duration, participant characteristics
- MeSH terms
- Adolescent, Adult, Age Factors, Child, Feeding Behavior, Female, Health Promotion, Health Services, Humans, Male, Middle Aged, Sexual Behavior, Sex Factors, Stress, Psychological, Program Evaluation, Health Behavior, Exercise, Substance-Related Disorders, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review