Characterizing implementation strategies using a systems engineering survey and interview tool: a comparison across 10 prevention programs for drug abuse and HIV sexual risk behavior
Open accessAbstract
BACKGROUND: Although many behavioral interventions have proven to be efficacious, new methodologies are required beyond efficacy trials to understand how to adopt, implement with fidelity, and sustain behavioral interventions in community settings. In this paper, we present a new approach, based on systems engineering concepts and methods, for characterizing implementation strategies that are used to deliver evidence-based behavioral interventions in health and social service settings. We demonstrate the use of this approach with implementation strategies, used or being used for broader dissemination of 10 evidence-based prevention program projects focused on the prevention of drug or HIV sex risk behaviors. RESULTS: The results indicate that there are wide variations in intervention approaches and that there are challenges in program implementation including maintaining program fidelity, serving community needs, and adequate resources. The results also indicate that implementation requires a committed partnership between the program developers, implementation researchers, and community partners. In addition, there is a need for adaptability within programs to meet community needs, resources, and priorities while maintaining program fidelity. CONCLUSIONS: Our methodological approach enabled us to highlight challenges associated with the community implementation of health risk prevention interventions. We also demonstrate how comprehensive descriptions of interventions facilitate understanding of the requirements of program implementation and decisions about the feasibility of implementing a program in community settings.
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?
Major implementation strategy adaptations often occur, and are sometimes required to support implementation in delivery systems with widely different system and/or organizational cultures and climates, readiness, and resources, and to populations with widely different histories, norms and values.
“Major implementation strategy adaptations often occur, and indeed are sometimes required to support implementation in delivery systems with widely different system and/or organizational cultures and climates, readiness, and resources [81], to populations having widely different histories, norms and values.”
From “Scaling-out” evidence-based interventions to new populations or new health care delivery systems (2017) · cites this paper as [81]
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
Proctor, E., Silmere, H., Raghavan, R., Hovmand, P., Aarons, G., Bunger, A., Griffey, R., & Hensley, M. (2011) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-010-0319-7 · Cited by 8,721 · see citing works
Diffusion of Innovations in Service Organizations: Systematic Review and Recommendations
GREENHALGH, T., ROBERT, G., MACFARLANE, F., BATE, P., & KYRIAKIDOU, O. (2004) · The Milbank Quarterly · doi:10.1111/j.0887-378x.2004.00325.x · Cited by 7,448 · see citing works
Curran, G. M., Bauer, M., Mittman, B., Pyne, J. M., & Stetler, C. (2012) · Medical Care · doi:10.1097/mlr.0b013e3182408812 · Cited by 4,058 · see citing works
Modes of Network Governance: Structure, Management, and Effectiveness
Provan, K. G., & Kenis, P. (2007) · Journal of Public Administration Research and Theory · doi:10.1093/jopart/mum015 · Cited by 4,006 · see citing works
Consort 2010 statement: extension to cluster randomised trials
Campbell, M. K., Piaggio, G., Elbourne, D. R., Altman, D. G., & for the CONSORT Group (2012) · BMJ · doi:10.1136/bmj.e5661 · Cited by 3,510 · see citing works
Advancing a Conceptual Model of Evidence-Based Practice Implementation in Public Service Sectors
Aarons, G. A., Hurlburt, M., & Horwitz, S. M. (2011) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-010-0327-7 · Cited by 3,240 · cited 3× · see citing works
“The factors identified through the interview and survey presented above are also supported by the dissemination and implementation conceptual model put forth by Aarons and colleagues [15], which divides factors affecting implementation into two contexts, the outer context (i.”
BackgroundMethodInfluentialWandersman, A., Duffy, J., Flaspohler, P., Noonan, R., Lubell, K., Stillman, L., Blachman, M., Dunville, R., & Saul, J. (2008) · American Journal of Community Psychology · doi:10.1007/s10464-008-9174-z · Cited by 1,339 · see citing works
Valente, T. W. (2012) · Science · doi:10.1126/science.1217330 · Cited by 1,271 · see citing works
Self-citationMixed method designs in implementation research
Palinkas, L. A., Aarons, G. A., Horwitz, S., Chamberlain, P., Hurlburt, M., & Landsverk, J. (2011) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-010-0314-z · Cited by 1,187 · see citing works
Individual determinants of research utilization by nurses: a systematic review update
Squires, J. E., Estabrooks, C. A., Gustavsson, P., & Wallin, L. (2011) · Implementation Science · doi:10.1186/1748-5908-6-1 · Cited by 798 · see citing works
Life Skills Training: Empirical Findings and Future Directions
Botvin, G. J., & Griffin, K. W. (2004) · The Journal of Primary Prevention · doi:10.1023/b:jopp.0000042391.58573.5b · Cited by 436 · see citing works
Kellam, S. G., Brown, C. H., Poduska, J. M., Ialongo, N. S., Wang, W., Toyinbo, P., Petras, H., Ford, C., Windham, A., & Wilcox, H. C. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2008.01.004 · Cited by 431 · see citing works
Self-citationAtun, R., de Jongh, T., Secci, F., Ohiri, K., & Adeyi, O. (2010) · Health Policy and Planning · doi:10.1093/heapol/czp055 · Cited by 427 · see citing works
Ialongo, N. S., Werthamer, L., Kellam, S. G., Brown, C. H., Wang, S., & Lin, Y. (1999) · American Journal of Community Psychology · doi:10.1023/a:1022137920532 · Cited by 425 · see citing works
Self-citationExperimental and quasi-experimental designs for evaluating guideline implementation strategies
Grimshaw, J. (2000) · Family Practice · doi:10.1093/fampra/17.suppl_1.s11 · Cited by 382 · see citing works
The Strong African American Families Program: Translating Research Into Prevention Programming
Brody, G. H., Murry, V. M., Gerrard, M., Gibbons, F. X., Molgaard, V. K., McNair, L. D., Brown, A. C., Wills, T. A., Spoth, R. L., Luo, Z., et al. (2004) · Child Development · doi:10.1111/j.1467-8624.2004.00713.x · Cited by 361 · see citing works
Prevention of Behavior Problems for Children in Foster Care: Outcomes and Mediation Effects
Chamberlain, P., Price, J. M., Leve, L. D., Laurent, H. K., Landsverk, J. A., & Reid, J. B. (2008) · Prevention Science · doi:10.1007/s11121-007-0080-7 · Cited by 294 · see citing works
Wilcox, H. C., Kellam, S. G., Brown, C. H., Poduska, J. M., Ialongo, N. S., Wang, W., & Anthony, J. C. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2008.01.005 · Cited by 289 · see citing works
Self-citationConnell, A. M., Dishion, T. J., Yasui, M., & Kavanagh, K. (2007) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.75.4.568 · Cited by 280 · see citing works
Chamberlain, P., Brown, C. H., & Saldana, L. (2011) · Implementation Science · doi:10.1186/1748-5908-6-116 · Cited by 262 · see citing works
Self-citationPreventing Early Adolescent Substance Use: A Family-Centered Strategy for the Public Middle School
Dishion, T. J., Kavanagh, K., Schneiger, A., Nelson, S. E., & Kaufman, N. K. (2002) · Prevention Science · doi:10.1023/a:1019994500301 · Cited by 229 · see citing works
Atun, R. A., de Jongh, T. E., Secci, F., Ohiri, K., & Adeyi, O. (2009) · Health Policy and Planning · doi:10.1093/heapol/czp053 · Cited by 227 · see citing works
Hawkins, J. D., Oesterle, S., Brown, E. C., Abbott, R. D., & Catalano, R. F. (2014) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2013.4009 · Cited by 191 · see citing works
The good behavior game and the future of prevention and treatment.
Kellam, S. G., Mackenzie, A. C. L., Brown, C. H., PODUSKA, J. M., Wang, W., Petras, H., & Wilcox, H. C. (2011) · Europe PMC (PubMed Central) · Cited by 191 · see citing works
Self-citationA Randomized Controlled Trial of Familias Unidas for Hispanic Adolescents With Behavior Problems
Pantin, H. M., Prado, G. J., Lopez, B., Huang, S., Tapia, M. I., Schwartz, S. J., Sabillon, E., Brown, C. H., & Branchini, J. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181bb2913 · Cited by 178 · see citing works
Self-citationBrown, C. H., Wang, W., Kellam, S. G., Muthén, B. O., Petras, H., Toyinbo, P., Poduska, J., Ialongo, N., Wyman, P. A., Chamberlain, P., et al. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2007.11.013 · Cited by 177 · see citing works
Self-citationIntervention Taxonomy (ITAX): Describing Essential Features of Interventions
Schulz, R. (2010) · American Journal of Health Behavior · doi:10.5993/ajhb.34.6.15 · Cited by 176 · see citing works
Continuous Evaluation of Evolving Behavioral Intervention Technologies
Mohr, D. C., Cheung, K., Schueller, S. M., Brown, C. H., & Duan, N. (2013) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2013.06.006 · Cited by 166 · see citing works
Self-citationPetras, H., Kellam, S. G., Brown, C. H., Muthén, B., Ialongo, N. S., & PODUSKA, J. M. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2007.10.015 · Cited by 163 · see citing works
Self-citationPredicting program start-up using the stages of implementation measure
Saldana, L., Chamberlain, P., Wang, W., & Hendricks Brown, C. (2012) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-011-0363-y · Cited by 148 · see citing works
Taking preventive intervention to scale: The nurse-family partnership
Olds, D. L., Hill, P. L., O'Brien, R., Racine, D., & Moritz, P. (2003) · Cognitive and Behavioral Practice · doi:10.1016/s1077-7229(03)80046-9 · Cited by 140 · see citing works
Griffin, K. W., Botvin, G. J., & Nichols, T. R. (2006) · Prevention Science · doi:10.1007/s11121-006-0025-6 · Cited by 138 · see citing works
PODUSKA, J. M., Kellam, S. G., WANG, W. J., Brown, C. H., Ialongo, N. S., & Toyinbo, P. A. (2008) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2007.10.009 · Cited by 137 · see citing works
Self-citationBrody, G., Murry, V., Kogan, S., Gerrard, M., Gibbons, F., Molgaard, V., Brown, A. C., Anderson, T., Chen, Y.-F., Luo, Z.-P., et al. (2006) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.74.2.356 · Cited by 132 · see citing works
Connell, A. M., & Dishion, T. J. (2008) · Journal of Family Psychology · doi:10.1037/0893-3200.22.3.574 · Cited by 130 · see citing works
Stormshak, E. A., Fosco, G. M., & Dishion, T. J. (2010) · School Mental Health · doi:10.1007/s12310-009-9025-6 · Cited by 122 · see citing works
The Strong African American Families Program: Longitudinal Pathways to Sexual Risk Reduction
Murry, V. M., Berkel, C., Brody, G. H., Gibbons, M., & Gibbons, F. X. (2007) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2007.04.003 · Cited by 115 · see citing works
Leve, L. D., & Chamberlain, P. (2007) · Research on Social Work Practice · doi:10.1177/1049731506293971 · Cited by 113 · see citing works
Prado, G. J., Córdova, D., Huang, S., Estrada, Y. A., Rosen, A., Bacio, G. A., Jimenez, G. L., Pantin, H. M., Brown, C. H., Velázquez, M.-R., et al. (2012) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2012.06.011 · Cited by 104 · see citing works
Self-citationRyzin, M. J. V., Stormshak, E. A., & Dishion, T. J. (2012) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2011.10.255 · Cited by 98 · see citing works
Collaboration and competition in a children's health initiative coalition: A network analysis
Valente, T. W., Coronges, K. A., Stevens, G. D., & Cousineau, M. R. (2008) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2008.06.002 · Cited by 97 · see citing works
Self-citationImproving the Nurse–Family Partnership in Community Practice
Olds, D. L., Donelan‐McCall, N., O’Brien, R., MacMillan, H. L., Jack, S. M., Jenkins, T., Dunlap, W. P., O’Fallon, M., Yost, E., Thorland, B., et al. (2013) · PEDIATRICS · doi:10.1542/peds.2013-1021i · Cited by 90 · see citing works
Dissemination and Implementation Research Funded by the US National Institutes of Health, 2005–2012
Tinkle, M. B., Kimball, R., Haozous, E. A., Shuster, G. F., & Meize‐Grochowski, R. (2013) · Nursing Research and Practice · doi:10.1155/2013/909606 · Cited by 79 · see citing works
Caruthers, A. S., Ryzin, M. J. V., & Dishion, T. J. (2013) · Prevention Science · doi:10.1007/s11121-013-0383-9 · Cited by 77 · see citing works
Brown, E. C., Hawkins, J., Arthur, M., Briney, J. S., & Abbott, R. D. (2007) · Prevention Science · doi:10.1007/s11121-007-0068-3 · Cited by 75 · see citing works
HIV/AIDS Risk Behaviors and Substance Use by Young Adults in the United States
Patrick, M. E., O’Malley, P. M., Johnston, L. D., Terry‐McElrath, Y. M., & Schulenberg, J. E. (2012) · Prevention Science · doi:10.1007/s11121-012-0279-0 · Cited by 75 · see citing works
Cascading implementation of a foster and kinship parent intervention.
Chamberlain, P., Price, J. M., Reid, J. B., & Landsverk, J. A. (2008) · PubMed · Cited by 74 · see citing works
Kim, H. K., & Leve, L. D. (2011) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0025949 · Cited by 64 · cited 1× · see citing works
“The program has demonstrated positive outcomes for treatment and prevention of child and adolescent behavior problems in multiple randomized control trials [70–72] and significant reductions in marijuana, tobacco, and other drugs at 18 months [73] as well as sexual behavior [74, 75].”
Smith, D. K., Chamberlain, P., & Eddy, J. (2010) · Journal of Child & Adolescent Substance Abuse · doi:10.1080/1067828x.2010.511986 · Cited by 64 · see citing works
Czaja, S. J., Sharit, J., Charness, N., Fisk, A. D., & Rogers, W. A. (2001) · Gerontechnology · doi:10.4017/gt.2001.01.01.005.00 · Cited by 63 · see citing works
Self-citationDoes Federal Policy Support the Use of Scientific Evidence in School-Based Prevention Programs?
Hallfors, D. D., Pankratz, M. M., & Hartman, S. (2006) · Prevention Science · doi:10.1007/s11121-006-0058-x · Cited by 56 · see citing works
Brown, C. H., Mohr, D. C., Gallo, C. G., Mader, C., Palinkas, L., Wingood, G., Prado, G., Kellam, S. G., Pantin, H., Poduska, J., et al. (2013) · JAIDS Journal of Acquired Immune Deficiency Syndromes · doi:10.1097/qai.0b013e31829372bd · Cited by 55 · see citing works
Self-citationMurry, V. M., Simons, R. L., Simons, L. G., & Gibbons, F. X. (2013) · American Journal of Orthopsychiatry · doi:10.1111/ajop.12035 · Cited by 54 · see citing works
Kim, H. K., Pears, K. C., Leve, L. D., Chamberlain, P., & Smith, D. K. (2013) · Journal of Child & Adolescent Substance Abuse · doi:10.1080/1067828x.2013.788880 · Cited by 42 · see citing works
Spoth, R. L., Clair, S., & Trudeau, L. (2013) · Prevention Science · doi:10.1007/s11121-012-0321-2 · Cited by 40 · see citing works
Kogan, S. M., Lei, M., Brody, G. H., Futris, T. G., Sperr, M. C., & Anderson, T. N. (2015) · Prevention Science · doi:10.1007/s11121-015-0614-3 · Cited by 32 · see citing works
Cheung, K., & Duan, N. (2014) · American Journal of Public Health · doi:10.2105/ajph.2013.301579 · Cited by 26 · see citing works
Chamberlain, P., Snowden, L. R., Padgett, C., Saldana, L., Roles, J., Holmes, L., Ward, H., Soper, J., Reid, J., & Landsverk, J. (2011) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-010-0318-8 · Cited by 24 · see citing works
Sapiano, T. N., Moore, A., Kalayil, E. J., et al. (2012) · AIDS and Behavior · doi:10.1007/s10461-012-0292-0 · Cited by 24 · 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-citationPODUSKA, J. M., Kellam, S. G., Brown, C. H., Ford, C., Windham, A. M., Keegan, N., & Wang, W. (2009) · Implementation Science · doi:10.1186/1748-5908-4-56 · Cited by 20 · see citing works
Self-citationSkinner, M. L., Fleming, C. B., Haggerty, K. P., & Catalano, R. F. (2013) · Prevention Science · doi:10.1007/s11121-012-0327-9 · Cited by 16 · see citing works
Does Early Intervention Prevent Health-Risking Sexual Behaviors Related to HIV/AIDS?
Reider, E. E., Robertson, E. B., & Sims, B. E. (2014) · Prevention Science · doi:10.1007/s11121-013-0455-x · Cited by 14 · see citing works
Padwa, H., Ni, Y.-M., Barth-Rogers, Y., Arangua, L., Andersen, R., & Gelberg, L. (2013) · Substance Use & Misuse · doi:10.3109/10826084.2013.866962 · Cited by 10 · see citing works
Capaldi, D. M. (2013) · Prevention Science · doi:10.1007/s11121-013-0434-2 · Cited by 5 · see citing works
Tu, S.-P., Feng, S., Storch, R. L., et al. (2012) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2012.0190 · Cited by 3 · see citing works
Flagged first, then by citations
Research works printed but not linked: 14
- [9]National Research Council and Institute of Medicine O'Connell ME Boat T Warner KE Board on Children, Youth, and Families, Division of Behavioral and Social Sciences and Education In committee on the prevention of mental disorders and substance abuse among children, youth, and young adults: research advances and promising interventions Preventing mental, emotional, and behavioral disorders among young people: Progress and possibilities. committee on prevention of mental disorders and substance abuse among children, youth, and young adults: Research advances and promising interventions 2009 Washington, DC The National Academies Press 20662125
- [11]Kellam S Wang W Mackenzie AL Brown CH Ompad D Or F Windham A The impact of the good behavior game, a universal classroom-based preventive intervention in first and second grades, on high-risk sexual behaviors and drug abuse and dependence disorders into young adulthood Prev Sci 2014 15 1 6 18 10.1007/s11121-012-0296-z PMC3808514 23070695 · DOI
- [18]Landsverk J Brown CH Chamberlain P Palinkas L Rolls Reutz J Horwitz SM Brownson RC Colditz GA Proctor EK Design and analysis in dissemination and implementation research Dissemination and implementation research in health: Translating science to practice 2012 London Oxford University Press 225 260
- [20]Brown CH Mason WA Brown EC Sloboda Z Petras H Translating the intervention approach into an appropriate research design: the next-generation designs for effectiveness and implementation research Advances in prevention science: Defining prevention science 2014 1 NY Springer 363 388
- [35]Martin J Systems engineering guidebook: a process for developing systems and products 1997 Boca Raton CRC Press
- [36]Kossiakoff A William N Sweet WN Sam Seymour S Biemer SM Systems engineering principles and practice 2011 2 New Jersey John Wiley and Sons Inc
- [38]Reed PP Compton WD Grossman JH Fanjiang G Building a better delivery system: a new engineering health partnership 2005 Washington, D.C. The National Academies Press 20669457
- [41]Greenhalgh T Glenn R Macfarlane F Bate P Kyriakidou O Diffusion of innovations in service organizations: systematic review and recommendations Millbank Q 2004 82 4 581 629 10.1111/j.0887-378X.2004.00325.x PMC2690184 15595944 · DOI · Paper page
- [48]Atun R Menabde N Coker R Atuna R McKee M Health systems and systems thinking Health systems and communicable disease control: Experiences from Europe and Latin America 2008 Berkshire, United Kingdom Open University Press, McGraw Hill Education 121 140
- [52]Tunis SR Stryer DB Clancy CM Practical clinical trials: increasing the value of clinical research for decision making in clinical and health policy JAMA 2003 290 12 1624 1632 10.1001/jama.290.12.1624 14506122 · DOI
- [69]Wilcox HC Kellam SG Brown CH Poduska JM Ialongo NS Wang W Anthony JC The impact of two universal randomized first- and second-grade classroom interventions on young adult suicide ideation and attempts Drug Alcohol Depend 2008 95 Suppl 1 S60 S73 10.1016/j.drugalcdep.2008.01.005 18329189 PMC2637412 · DOI · Paper page
- [78]Botvin GJ Preventing drug abuse in schools: social and competence enhancement approaches targeting individual-level etiologic factors Addict Behav 2000 25 6 887 97 10.1016/S0306-4603(00)00119-2 11125777 · DOI
- [80]Olds D Henderson CR Jr Cole R Eckenrode J Kitzman H Luckey D Pettitt L Sidora K Morris P Powers J Long-term effects of nurse home visitation on children’s criminal and antisocial behavior: 15-year follow-up of a randomized controlled trial JAMA 1998 280 14 1238 44 10.1001/jama.280.14.1238 9786373 · DOI · Paper page
- [82]Wingood G DiClemente RJ Robinson-Simpson L Lang DL Caliendo A Hardin JW Efficacy of a HIV prevention intervention in reducing incident high-risk HPV, nonviral STIs and sexual concurrency among African-American women: a randomized controlled trial J Acquir Immune Defic Syndr 2013 63 Suppl 1 S36 43 10.1097/QAI.0b013e3182920031 23673884 PMC3658173 · DOI
Cited by
Sorted by citations
“Scaling-out” evidence-based interventions to new populations or new health care delivery systems
Aarons, G. A., Sklar, M., Mustanski, B., Benbow, N., & Brown, C. H. (2017) · Implementation Science · doi:10.1186/s13012-017-0640-6 · Cited by 399 · see citing works
Self-citation
- Authors
- Czaja, S. J., Valente, T. W., Nair, S. N., Villamar, J. A., & Brown, C. H.
- Affiliations
- University of Miami (US)
- University of Southern California (US)
- Northwestern University (US)
- Corresponding author
- Czaja, Sara J.
- Venue
- Implementation Science
- Published
- 2015-12
- Volume
- 11
- Issue
- 1
- Pages
- 70-70
- ISSN
- 1748-5908 (ISSN-L)
- PMC
- PMC4869203
- OpenAlex
- W2403014517
- Cited by
- 15
- References
- 66
- Citations by year
- 2026: 1 · 2023: 3 · 2021: 3 · 2020: 4 · 2018: 3 · 2017: 1
- FWCI
- 2.43
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Implementation Science (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Funders
- National Institute of Drug Abuse (P30DA027828)
- Topics
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Social Sciences › Decision Sciences › Management Science and Operations Research › Evaluation and Performance Assessment
- Keywords
- implementation strategies, systems engineering, substance use prevention, HIV sexual risk behavior, evidence-based prevention programs, implementation fidelity, community implementation, dissemination, software adaptability, community partnerships, implementation research
- MeSH terms
- Engineering, Health Plan Implementation, Humans, Interviews as Topic, Preventive Medicine, Risk-Taking, Sexual Behavior, Systems Analysis, Program Evaluation, HIV Infections, Substance-Related Disorders
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