Effects of a Social-Network Method for Group Assignment Strategies on Peer-Led Tobacco Prevention Programs in Schools
Open accessAbstract
Objectives. Our study tested the effectiveness of network methods for identifying opinion leaders and for constructing groups. Methods. Three conditions—random, teacher, and network—were randomly assigned to 84 6th-grade classrooms within 16 schools. Pre- and postcurriculum data on mediators of tobacco use were collected from 1961 students. Peer leaders in the network condition were identified by student nominations, and those leaders were matched with the students who nominated them. Results. Students in the network condition relative to the random condition liked the prevention program more and had improved attitudes (β = −0.06; P < .01), improved self-efficacy (β = −0.10; P < .001), and decreased intention to smoke (adjusted odds ratio [OR] = 0.46; 95% confidence interval [CI] = 0.38, 0.55). Conclusions. The network method was the most effective way to structure the program. Future programs may refine this technique and use it in other settings.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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?
There is some evidence that identifying leaders and forming groups around them, or forming groups and identifying leaders within them, are effective approaches.
“There is some evidence that identifying leaders and forming groups around them [58]; or forming groups and identifying leaders within them are also effective approaches [69].”
From Social Network Analysis for Program Implementation (2015) · cites this paper as [58]
Who delivers the program, and the social context of its receipt has a strong impact on program appeal and impact.
“Research has shown that who delivers the program, and the social context of its receipt has a strong impact on program appeal and impact [22, 58].”
From Social Network Analysis for Program Implementation (2015) · cites this paper as [58]
Cites
Social Network Analysis: Methods and Applications
Wasserman, S. S., & Faust, K. (1994) · Cited by 18,005 · see citing works
Social Network Analysis: A Handbook.
Pappi, F. U., & Scott, J. P. (1993) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2075047 · Cited by 5,964 · see citing works
When interventions harm: Peer groups and problem behavior.
Dishion, T. J., McCord, J., & Poulin, F. (1999) · American Psychologist · doi:10.1037/0003-066x.54.9.755 · Cited by 2,023 · see citing works
Johnson, D. W., Maruyama, G., Johnson, R., Nelson, D., & Skon, L. (1981) · Psychological Bulletin · doi:10.1037/0033-2909.89.1.47 · Cited by 1,588 · see citing works
Pajek - Program for Large Network Analysis
Batagelj, V., & Mrvar, A. (1999) · Cited by 1,393 · see citing works
Design and Analysis of Group-Randomized Trials
Murray, D. M. (2007) · doi:10.1093/oso/9780195120363.001.0001 · Cited by 1,114 · see citing works
Facility Layout and Location: An Analytical Approach
Francis, R. L., McGinnis, L. F., & White, J. A. (1991) · Medical Entomology and Zoology · Cited by 1,097 · see citing works
Pierce, J. P., Choi, W. S., Gilpin, E. A., Farkas, A. J., & Merritt, R. K. (1996) · Health Psychology · doi:10.1037/0278-6133.15.5.355 · Cited by 1,065 · see citing works
Botvin, G. J. (1995) · JAMA · doi:10.1001/jama.1995.03520380042033 · Cited by 913 · see citing works
Opinion Leaders vs Audit and Feedback to Implement Practice Guidelines
Lomas, J. (1991) · JAMA · doi:10.1001/jama.265.17.2202 · Cited by 741 · see citing works
Kelly, J. A., St Lawrence, J. S., Diaz, Y. E., Stevenson, L. Y., Hauth, A. C., Brasfield, T. L., Kalichman, S. C., Smith, J. E., & Andrew, M. E. (1991) · American Journal of Public Health · doi:10.2105/ajph.81.2.168 · Cited by 736 · see citing works
Accelerating the Diffusion of Innovations Using Opinion Leaders
Valente, T. W., & Davis, R. (1999) · The Annals of the American Academy of Political and Social Science · doi:10.1177/000271629956600105 · Cited by 707 · see citing works
Self-citationTobler, N. S. (1986) · Journal of Drug Issues · doi:10.1177/002204268601600405 · Cited by 648 · see citing works
Peers, schools, and adolescent cigarette smoking
ALEXANDER, C. S., Piazza, M., Mekos, D., & Valente, T. W. (2001) · Journal of Adolescent Health · doi:10.1016/s1054-139x(01)00210-5 · Cited by 587 · see citing works
Self-citationHansen, W. B., & Graham, J. A. (1991) · Preventive Medicine · doi:10.1016/0091-7435(91)90039-7 · Cited by 560 · see citing works
Pentz, M. A. (1989) · JAMA · doi:10.1001/jama.261.22.3259 · Cited by 534 · see citing works
Close friend and group influence on adolescent cigarette smoking and alcohol use.
Urberg, K. A., Değirmencioğlu, S. M., & Pilgrim, C. (1997) · Developmental Psychology · doi:10.1037//0012-1649.33.5.834 · Cited by 523 · see citing works
Close friend and group influence on adolescent cigarette smoking and alcohol use.
Urberg, K. A., Değirmencioğlu, S. M., & Pilgrim, C. (1997) · Developmental Psychology · doi:10.1037/0012-1649.33.5.834 · Cited by 463 · see citing works
Flay, B. R., Hu, F. B., Siddiqui, O. I., Day, L. E., Hedeker, D., Petraitis, J., Richardson, J. L., & Sussman, S. Y. (1994) · Journal of Health and Social Behavior · doi:10.2307/2137279 · Cited by 439 · see citing works
A meta-analysis of adolescent smoking prevention programs.
Bruvold, W. H. (1993) · American Journal of Public Health · doi:10.2105/ajph.83.6.872 · Cited by 418 · see citing works
A Multicommunity Trial for Primary Prevention of Adolescent Drug Abuse
Pentz, M. A. (1989) · JAMA · doi:10.1001/jama.1989.03420220073030 · Cited by 381 · see citing works
Peer Group Structure and Adolescent Cigarette Smoking: A Social Network Analysis
Ennett, S. T., & Bauman, K. E. (1993) · Journal of Health and Social Behavior · doi:10.2307/2137204 · Cited by 337 · see citing works
Institute of Medicine (1994) · National Academies Press eBooks · doi:10.17226/4757 · Cited by 320 · see citing works
Sikkema, K. J., Kelly, J. A., Winett, R. A., Solomon, L. J., Cargill, V. A., Roffman, R. A., McAuliffe, T. L., Heckman, T. G., Anderson, E. A., Wagstaff, D. A., et al. (2000) · American Journal of Public Health · doi:10.2105/ajph.90.1.57 · Cited by 299 · see citing works
Latkin, C. A. (1998) · PubMed · Cited by 265 · see citing works
Developmental and Motivational Perspectives on Cooperative Learning: A Reconciliation
Slavin, R. E. (1987) · Child Development · doi:10.2307/1130612 · Cited by 252 · see citing works
Girls, pecking order and smoking
Michell, L., & Amos, A. (1997) · Social Science & Medicine · doi:10.1016/s0277-9536(96)00295-x · Cited by 246 · see citing works
Developing School-Based Tobacco Use Prevention and Cessation Programs
Sussman, S. Y., Dent, C. W., Burton, D., Stacy, A. W., & Flay, B. R. (1994) · Scholarship - Claremont (Claremont Colleges) · Cited by 245 · see citing works
Lomas, J., Enkin, M., Anderson, G., Hannah, W. J., Vayda, E., & Singer, J. (1991) · PubMed · Cited by 223 · see citing works
Preventing illicit drug use in adolescents
Botvin, G. J., Griffin, K. W., Diaz, T., Scheier, L. M., WILLIAMS, C. R., & Epstein, J. A. (2000) · Addictive Behaviors · doi:10.1016/s0306-4603(99)00050-7 · Cited by 212 · see citing works
Donaldson, S. I., Graham, J. W., & Hansen, W. B. (1994) · Journal of Behavioral Medicine · doi:10.1007/bf01858105 · Cited by 211 · see citing works
Aloise‐Young, P. A., Graham, J. A., & Hansen, W. B. (1994) · Journal of Applied Psychology · doi:10.1037/0021-9010.79.2.281 · Cited by 202 · see citing works
Smoking prevention among urban minority youth: Assessing effects on outcome and mediating variables.
Botvin, G. J., Dusenbury, L., Baker, E., James-Ortiz, S., Botvin, E. M., & Kerner, J. F. (1992) · Health Psychology · doi:10.1037//0278-6133.11.5.290 · Cited by 193 · see citing works
Developmental and Motivational Perspectives on Cooperative Learning: A Reconciliation
Slavin, R. E. (1987) · Child Development · doi:10.1111/j.1467-8624.1987.tb01449.x · Cited by 192 · see citing works
Pentz, M. A., Dwyer, J. H., MacKinnon, D. P., Flay, B. R., Hansen, W. B., Wang, E. Y. I., & Johnson, C. A. (1989) · PubMed · Cited by 187 · see citing works
Self-citationEvaluating Health Promotion Programs
Valente, T. W. (2002) · doi:10.1093/oso/9780195141764.001.0001 · Cited by 184 · see citing works
Self-citationPeer influence in adolescent cigarette smoking
Urberg, K. A., Shyu, S.-J., & Liang, J. (1990) · Addictive Behaviors · doi:10.1016/0306-4603(90)90067-8 · Cited by 179 · see citing works
Student team learning : a practical guide to cooperative learning
Slavin, R. E. (1991) · Medical Entomology and Zoology · Cited by 139 · see citing works
The Efficacy of Peer Leaders in Drug Abuse Prevention
Klepp, K., Halper, A., & Perry, C. L. (1986) · Journal of School Health · doi:10.1111/j.1746-1561.1986.tb05783.x · Cited by 137 · see citing works
Valente, T. W., & Vlahov, D. (2001) · American Journal of Public Health · doi:10.2105/ajph.91.3.406 · Cited by 136 · see citing works
Self-citationBlack, D. R., Tobler, N. S., & Sciacca, J. P. (1998) · Journal of School Health · doi:10.1111/j.1746-1561.1998.tb03488.x · Cited by 136 · see citing works
Smoking prevention among urban minority youth: Assessing effects on outcome and mediating variables.
Botvin, G. J., Dusenbury, L., Baker, E., et al. (1992) · Health Psychology · doi:10.1037/0278-6133.11.5.290 · Cited by 134 · see citing works
The role of social networks and media receptivity in predicting age of smoking initiation
Unger, J. B., & Chen, X. (1999) · Addictive Behaviors · doi:10.1016/s0306-4603(98)00102-6 · Cited by 131 · see citing works
Project towards no tobacco use: 1-year behavior outcomes.
Sussman, S. Y., Dent, C. W., Stacy, A. W., Sun, P., Craig, S., Simon, T. R., Burton, D., & Flay, B. R. (1993) · American Journal of Public Health · doi:10.2105/ajph.83.9.1245 · Cited by 128 · see citing works
Unger, J. B., Johnson, C. A., Stoddard, J. L., Nezami, E., & Chih-Ping, C. (1997) · Addictive Behaviors · doi:10.1016/0306-4603(95)00107-7 · Cited by 120 · see citing works
Self-citationThe Minnesota Smoking Prevention Program
Arkin, R. M., Roemhild, H. F., Johnson, C. A., Luepker, R. V., & Murray, D. M. (1981) · Journal of School Health · doi:10.1111/j.1746-1561.1981.tb02246.x · Cited by 119 · see citing works
Self-citationElder, J. P., Wildey, M. B., de Moor, C., Sallis, J. F., Eckhardt, L. E., Edwards, C., Erickson, A., Golbeck, A. L., Hovell, M. F., & Johnston, D. (1993) · American Journal of Public Health · doi:10.2105/ajph.83.9.1239 · Cited by 117 · see citing works
The Prevention of Cigarette Smoking in Children: A Comparison of Four Strategies1
Murray, D. M., Johnson, C. A., Luepker, R. V., & Mittelmark, M. B. (1984) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1984.tb02236.x · Cited by 113 · see citing works
Self-citationAre social-psychological smoking prevention programs effective? The waterloo study
Flay, B. R., Ryan, K. B., Best, J. A., Brown, K. S., Kersell, M. W., d’Avernas, J., & Zanna, M. P. (1985) · Journal of Behavioral Medicine · doi:10.1007/bf00845511 · Cited by 108 · see citing works
Predicting tobacco use to age 18: a synthesis of longitudinal research
Derzon, J. H., & Lipsey, M. W. (1999) · Addiction · doi:10.1046/j.1360-0443.1999.9479955.x · Cited by 106 · see citing works
Do Drug Prevention Effects Persist into High-School? How Project ALERT Did with Ninth Graders
Bell, R. M., Ellickson, P. L., & Harrison, E. R. (1993) · Preventive Medicine · doi:10.1006/pmed.1993.1038 · Cited by 97 · see citing works
Guidelines for School Health Programs to Prevent Tobacco Use and Addiction
(1994) · Journal of School Health · doi:10.1111/j.1746-1561.1994.tb06204.x · Cited by 87 · see citing works
Meta-Analysis of Adolescent Drug Prevention Programs: Results of the 1993 Meta-Analysis
Tobler, N. S. (1997) · PsycEXTRA Dataset · doi:10.1037/e495592006-003 · Cited by 83 · see citing works
Murray, D. M., Richards, P. S., Luepker, R. V., & Johnson, C. A. (1987) · Journal of Behavioral Medicine · doi:10.1007/bf00846657 · Cited by 75 · see citing works
Self-citationHigh-school smoking prevention: Results of a three-year longitudinal study
Johnson, C. A., Hansen, W. B., Collins, L. M., & Graham, J. A. (1986) · Journal of Behavioral Medicine · doi:10.1007/bf00845132 · Cited by 73 · see citing works
Self-citationGraham, J. W., Flay, B. R., Anderson Johnson, C., Hansen, W. B., & Collins, L. M. (1984) · Evaluation Review · doi:10.1177/0193841x8400800206 · Cited by 70 · see citing works
Telch, M. J., Miller, L. M., Killen, J. D., Cooke, S., & Maccoby, N. (1990) · Addictive Behaviors · doi:10.1016/0306-4603(90)90004-h · Cited by 70 · see citing works
Reducing Adolescent Smoking: A Comparison of Peer‐led, Teacher‐led, and Expert Interventions
Clarke, J. H., MacPherson, B., Holmes, D. R., & Jones, R. (1986) · Journal of School Health · doi:10.1111/j.1746-1561.1986.tb05707.x · Cited by 66 · see citing works
Variability in cigarette smoking within and between adolescent friendship cliques
Ennett, S. T., Bauman, K. E., & Koch, G. G. (1994) · Addictive Behaviors · doi:10.1016/0306-4603(94)90031-0 · Cited by 62 · see citing works
Mediator and Moderator Analysis in Program Development
Donaldson, S. I. (2001) · Sage eBooks · doi:10.4135/9781412991445.n32 · Cited by 57 · see citing works
HIV risk networks and HIV transmission among injecting drug users
Neaigus, A., Friedman, S. R., Kottiri, B. J., et al. (2001) · Evaluation and Program Planning · doi:10.1016/s0149-7189(01)00012-x · Cited by 56 · see citing works
High school smoking prevention: the relative efficacy of varied treatments and instructors.
Perry, C. L., Telch, M. J., Killen, J. D., et al. (1983) · PubMed · Cited by 54 · see citing works
The relative effectiveness of a peer-led and adult-led smoking intervention program.
Prince, F. (1995) · PubMed · Cited by 49 · see citing works
Effectiveness of School-Based Programs as a Component of a Statewide Tobacco Control Initiative
Rohde, K., Pizacani, B. A., Stark, M., Pietrukowicz, M., Mosbaek, C. H., Romoli, C., Kohn, M., & Moore, J. (2001) · Oncology Times · doi:10.1097/01.cot.0000315037.13056.e0 · Cited by 32 · see citing works
Selecting Cooperative Learning Techniques: A Consultative Strategy Guide
Bohlmeyer, E. M., & Burke, J. P. (1987) · School Psychology Review · doi:10.1080/02796015.1987.12085268 · Cited by 19 · see citing works
Cooperative learning in middle-level schools
Rottier, J., & Ogan, B. J. (1991) · Cited by 12 · see citing works
SOCIAL NETWORKS AND PEER EDUCATION
Wiist, W. H. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.8.1293 · Cited by 7 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Social contagion theory: examining dynamic social networks and human behavior
Christakis, N. A., & Fowler, J. H. (2013) · Statistics in Medicine · doi:10.1002/sim.5408 · Cited by 1,303 · see citing works
Valente, T. W. (2012) · Science · doi:10.1126/science.1217330 · Cited by 1,271 · see citing works
Self-citationOpinion Leadership and Social Contagion in New Product Diffusion
Iyengar, R., Van den Bulte, C., & Valente, T. W. (2011) · Marketing Science · doi:10.1287/mksc.1100.0566 · Cited by 996 · see citing works
Self-citationSocial Networks and Health: Models, Methods, and Applications
Valente, T. W. (2010) · doi:10.1093/acprof:oso/9780195301014.001.0001 · Cited by 933 · see citing works
Self-citationIdentifying opinion leaders to promote behavior change
Valente, T. W., & Pumpuang, P. (2007) · Health Education & Behavior · doi:10.1177/1090198106297855 · Cited by 884 · see citing works
Self-citationApplying Diffusion of Innovation Theory to Intervention Development
Dearing, J. W. (2009) · Research on Social Work Practice · doi:10.1177/1049731509335569 · Cited by 567 · see citing works
Wyman, P. A., Brown, C. H., LoMurray, M., Schmeelk-Cone, K., Petrova, M., Yu, Q., Walsh, E., Tu, X., & Wang, W. (2010) · American Journal of Public Health · doi:10.2105/ajph.2009.190025 · Cited by 536 · see citing works
Social Network Analysis for Program Implementation
Valente, T. W., Palinkas, L. A., Czaja, S., Chu, K.-H., & Brown, C. H. (2015) · PLOS ONE · doi:10.1371/journal.pone.0131712 · Cited by 332 · see citing works
Self-citationValente, T. W., Ritt‐Olson, A., Stacy, A., Unger, J. B., Okamoto, J., & Sussman, S. (2007) · Addiction · doi:10.1111/j.1360-0443.2007.01992.x · Cited by 260 · see citing works
Self-citationGoh, Y.-Y., Bogart, L. M., Sipple-Asher, B. K., Uyeda, K., Hawes-Dawson, J., Olarita-Dhungana, J., Ryan, G. W., & Schuster, M. A. (2009) · Journal of Behavioral Medicine · doi:10.1007/s10865-009-9220-9 · Cited by 140 · see citing works
School‐based programmes for preventing smoking
Thomas, R. E., McLellan, J., & Perera, R. (2013) · Evidence-Based Child Health: A Cochrane Review Journal · doi:10.1002/ebch.1937 · Cited by 120 · see citing works
Palinkas, L. A., Holloway, I. W., Rice, E., Fuentes, D., Wu, Q., & Chamberlain, P. (2011) · Implementation Science · doi:10.1186/1748-5908-6-113 · Cited by 113 · see citing works
Schaefer, D. R., adams, J., & Haas, S. A. (2013) · Health Education & Behavior · doi:10.1177/1090198113493091 · Cited by 102 · see citing works
Palinkas, L. A., Holloway, I. W., Rice, E., Brown, C. H., Valente, T. W., & Chamberlain, P. (2013) · Implementation Science · doi:10.1186/1748-5908-8-133 · Cited by 20 · see citing works
Self-citation
- Authors
- Valente, T. W., Hoffman, B. R., Ritt-Olson, A., Lichtman, K., & Johnson, C. A.
- Affiliations
- University of Southern California (US)
- Venue
- American Journal of Public Health
- Publisher
- American Public Health Association
- Published
- 2003-11
- Volume
- 93
- Issue
- 11
- Pages
- 1837-1843
- ISSN
- 0090-0036 (ISSN-L)
- 1541-0048
- PMC
- PMC1448060
- OpenAlex
- W2131611628
- Cited by
- 301
- References
- 68
- Citations by year
- 2026: 7 · 2025: 9 · 2024: 7 · 2023: 16 · 2022: 12 · 2021: 7 · 2020: 6 · 2019: 6 · 2018: 17 · 2017: 8 · 2016: 16 · 2015: 20 · 2014: 13 · 2013: 24 · 2012: 19
- FWCI
- 4.03
- 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
- University of Southern California
- National Cancer Institute (P50 CA 84735-01, P50CA084735)
- Topics
- Health Sciences › Medicine › Physiology › Smoking Behavior and Cessation
- Health Sciences › Health Professions › Speech and Hearing › School Health and Nursing Education
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- tobacco use prevention, peer-led intervention, social network analysis, opinion leaders, group assignments, school-based health programs, sixth grade students, smoking intention, self-efficacy, program effectiveness
- MeSH terms
- Smoking Prevention, Child, Child Behavior, Child Health Services, Curriculum, Faculty, Female, Health Education, Humans, Leadership, Male, Peer Group, Random Allocation, School Health Services, Self-Help Groups, Smoking, Social Conformity, Social Support, Los Angeles, Health Behavior
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