Linking Sustainability Research to Intervention Types
Open accessAbstract
Researchers, funders, and managers of health programs and interventions have become concerned about their long-term sustainability. However, most research about sustainability has not considered the nature of the program to be sustained. Health-related interventions may differ in their likelihood of sustainability and in the factors likely to influence continuation. I suggest a framework for analyzing the sustainability of 6 types of interventions: (1) those implemented by individual providers; (2) programs requiring coordination among multiple staff; (3) new policies, procedures, or technologies; (4) capacity or infrastructure building; (5) community partnerships or collaborations; and (6) broad-scale system change. Hypotheses for future research and strategies that program managers might use to achieve sustainability also differ by program or intervention type.
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?
No agreed-upon definition exists for the term healthcare program sustainability.
“To make matters worse, no agreed-upon definition exists for the term healthcare program sustainability [106].”
From Community-Based Healthcare Programs Sustainability Impact on the Sustainability of Host Organizations: A Structural Equation Modeling Analysis (2019) · cites this paper as [106]
Scheirer et al. posit an intervention typology based on who and what is required for continued implementation, hypothesizing what factors are most salient for sustainment success of each type.
“Scheirer et al. [54] posit an intervention typology based on who and what is required for continued implementation—which hypothesizes what factors are most salient for sustainment success of each type.”
Intervention targets have been categorized as: change behavior of individuals; change coordinated behaviors among multiple staff; change policies, procedures, and technologies; increase organizational or system-level capacity or improve infrastructure; create or strengthen collaborative partnerships or coalitions; and change systems.
“Intervention targets have been categorized as: change behavior of individuals; change coordinated behaviors among multiple staff; change policies, procedures, and technologies; increase organizational or system-level capacity or improve infrastructure; create or strengthen collaborative partnerships or coalitions; and change systems [32].”
From Towards a common terminology: a simplified framework of interventions to promote and integrate evidence into health practices, systems, and policies (2014) · cites this paper as [32]
Scheirer proposed that one size does not fit all with interventions, and that sustainability research and planning might differ based on intervention structure.
“Scheirer (117) proposed that one size does not fit all with interventions, and that sustainability research and planning might differ based on intervention structure (e.g., what the interventions are and how they are implemented).”
From The Sustainability of Evidence-Based Interventions and Practices in Public Health and Health Care (2018) · cites this paper as [117]
Scheirer proposed six types of interventions or programs distinguished by their structure: individual providers; coordination among multiple staff; new policies/procedures/technologies; capacity/infrastructure building; collaborative partnerships/coalitions; and broad-scale system change.
“Scheirer proposed six types of interventions or programs distinguished by their structure, namely (a) interventions implemented by individual providers; (b) interventions requiring coordination among multiple staff; (c) new policies, procedures, and technologies; (d) capacity or infrastructure building; (e) collaborative partnerships or coalitions; and (f) broad-scale system change.”
From The Sustainability of Evidence-Based Interventions and Practices in Public Health and Health Care (2018) · cites this paper as [117]
Strategies that might influence sustainability may be related to intervention types.
“Strategies that might influence sustainability may be related to intervention types [37].”
From Successful Organizational Strategies to Sustain Use of A-CHESS: A Mobile Intervention for Individuals With Alcohol Use Disorders (2015) · cites this paper as [37]
Efforts to successfully sustain an intervention like A-CHESS require support from leadership and a project champion, an understanding of how the innovation fits within the organizational mission, training for all staff involved in the implementation, seeking continued financial resources, integrating a new practice into organization policies and procedures, and continuous monitoring.
“Efforts to successfully sustain such an intervention require support from leadership and a project champion, an understanding of how the innovation fits within the organizational mission, training for all staff involved in the implementation, seeking continued financial resources, integrating a new practice into organization policies and procedures, and continuous monitoring [37].”
From Successful Organizational Strategies to Sustain Use of A-CHESS: A Mobile Intervention for Individuals With Alcohol Use Disorders (2015) · cites this paper as [37]
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
Damschroder, L. J., Aron, D. C., Keith, R. E., Kirsh, S. R., Alexander, J. A., & Lowery, J. C. (2009) · Implementation Science · doi:10.1186/1748-5908-4-50 · Cited by 14,496 · see citing works
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
An ecological perspective on health promotion programs
McLeroy, K. R., Bibeau, D., Steckler, A., & Glanz, K. (1988) · Health Education Quarterly · doi:10.1177/109019818801500401 · Cited by 8,502 · 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 · see citing works
The Social Psychology of Organizations.
McCalister, D. V., Katz, D. M., & Kahn, R. L. (1967) · Social Forces · doi:10.2307/2575337 · Cited by 2,287 · see citing works
Hinkemeyer, M. T. (1971) · The Clearing House A Journal of Educational Strategies Issues and Ideas · doi:10.1080/00098655.1971.11478291 · Cited by 1,852 · see citing works
Handbook of Practical Program Evaluation
Newcomer, K. E., Hatry, H. P., & Wholey, J. S. (2015) · Wiley eBooks · doi:10.1002/9781119171386 · Cited by 1,471 · see citing works
Dissemination and Implementation Research in HealthTranslating Science to Practice
Brownson, R. C., Colditz, G. A., & Proctor, E. K. (2012) · doi:10.1093/acprof:oso/9780199751877.001.0001 · Cited by 1,355 · see citing works
Wiltsey Stirman, S., Kimberly, J., Cook, N., Calloway, A., Castro, F., & Charns, M. (2012) · Implementation Science · doi:10.1186/1748-5908-7-17 · Cited by 1,355 · see citing works
Shediac-Rizkallah, M. C., & Bone, L. R. (1998) · Health Education Research · doi:10.1093/her/13.1.87 · Cited by 1,129 · see citing works
An Agenda for Research on the Sustainability of Public Health Programs
Scheirer, M. A., & Dearing, J. W. (2011) · American Journal of Public Health · doi:10.2105/ajph.2011.300193 · Cited by 775 · see citing works
Self-citationGlasgow, R. E., Vinson, C., Chambers, D., Khoury, M. J., Kaplan, R. M., & Hunter, C. (2012) · American Journal of Public Health · doi:10.2105/ajph.2012.300755 · Cited by 762 · see citing works
Is Sustainability Possible? A Review and Commentary on Empirical Studies of Program Sustainability
Scheirer, M. A. (2005) · American Journal of Evaluation · doi:10.1177/1098214005278752 · Cited by 710 · see citing works
Self-citationA model for diagnosing organizational behavior
Nadler, D. A., & Tushman, M. L. (1980) · Organizational Dynamics · doi:10.1016/0090-2616(80)90039-x · Cited by 631 · see citing works
Public health program capacity for sustainability: a new framework
Schell, S. F., Luke, D. A., Schooley, M. W., Elliott, M. B., Herbers, S. H., Mueller, N. B., & Bunger, A. C. (2013) · Implementation Science · doi:10.1186/1748-5908-8-15 · Cited by 563 · see citing works
Green, L. W. (2006) · American Journal of Public Health · doi:10.2105/ajph.2005.066035 · Cited by 497 · see citing works
Building capacity and sustainable prevention innovations: a sustainability planning model
Johnson, K., Hays, C., Center, H., & Daley, C. (2004) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2004.01.002 · Cited by 411 · see citing works
Sustainability science: an integrated approach for health-programme planning
Gruen, R. L., Elliott, J. H., Nolan, M. L., Lawton, P. D., Parkhill, A., McLaren, C. J., & Lavis, J. N. (2008) · The Lancet · doi:10.1016/s0140-6736(08)61659-1 · Cited by 395 · see citing works
Making public health programs last: conceptualizing sustainability
Pluye, P., Potvin, L., & Denis, J.-L. (2004) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2004.01.001 · Cited by 374 · see citing works
Systems Thinking and Modeling for Public Health Practice
Leischow, S. J., & Milstein, B. (2006) · American Journal of Public Health · doi:10.2105/ajph.2005.082842 · Cited by 310 · see citing works
Michie, S., Abraham, C., Eccles, M. P., Francis, J. J., Hardeman, W., & Johnston, M. (2011) · Implementation Science · doi:10.1186/1748-5908-6-10 · Cited by 301 · see citing works
Settings for health promotion: an analytic framework to guide intervention design and implementation
Poland, B., Krupa, G., & McCall, D. (2009) · Health Promotion Practice · doi:10.1177/1524839909341025 · Cited by 295 · see citing works
Altman, D. G. (1995) · Health Psychology · doi:10.1037//0278-6133.14.6.526 · Cited by 293 · see citing works
Aarons, G. A., Sommerfeld, D. H., & Walrath-Greene, C. M. (2009) · Implementation Science · doi:10.1186/1748-5908-4-83 · Cited by 276 · see citing works
Altman, D. G. (1995) · Health Psychology · doi:10.1037/0278-6133.14.6.526 · Cited by 248 · see citing works
A model for the institutionalization of health promotion programs
Goodman, R. M., & Steckler, A. (1989) · Family & Community Health · doi:10.1097/00003727-198902000-00009 · Cited by 224 · see citing works
Development of Level of Institutionalization Scales for Health Promotion Programs
Goodman, R. M., McLeroy, K. R., Steckler, A., & Hoyle, R. H. (1993) · Health Education Quarterly · doi:10.1177/109019819302000208 · Cited by 181 · see citing works
Intervention 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
Changing Urban Bureaucracies: How New Practices Become Routinized
Yin, R. K. (1978) · Cited by 173 · see citing works
Sustainability of a practice-individualized preventive service delivery intervention
Stange, K. C., Goodwin, M. A., Zyzanski, S. J., & Dietrich, A. J. (2003) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(03)00219-8 · Cited by 131 · see citing works
Project IMPACT: A Report on Barriers and Facilitators to Sustainability
Blasinsky, M., Goldman, H. H., & Unützer, J. (2006) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-006-0086-7 · Cited by 121 · see citing works
Life Histories of Innovations: How New Practices Become Routinized
Yin, R. K. (1981) · Public Administration Review · doi:10.2307/975720 · Cited by 113 · see citing works
Measuring persistence of implementation: QUERI Series
Initiative, T. H. Q. E. R., Bowman, C. C., Sobo, E. J., Asch, S. M., & Gifford, A. L. (2008) · Implementation Science · doi:10.1186/1748-5908-3-21 · Cited by 100 · see citing works
Predictors and Level of Sustainability of Community Prevention Coalitions
Feinberg, M. E., Bontempo, D. E., & Greenberg, M. T. (2008) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2008.01.030 · Cited by 97 · see citing works
Defining sustainability outcomes of health programs: Illustrations from an on-line survey
Scheirer, M. A., Hartling, G., & Hagerman, D. (2008) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2008.08.004 · Cited by 93 · see citing works
Self-citationSystems Thinking and Health Promotion
Best, A. (2011) · American Journal of Health Promotion · doi:10.4278/ajhp.25.4.eix · Cited by 87 · see citing works
Policy and System Change and Community Coalitions: Outcomes From Allies Against Asthma
Clark, N. M., Lachance, L., Doctor, L. J., Gilmore, L. A., Kelly, C. L. H., Krieger, J. W., Lara, M., Meurer, J., Milanovich, A. F., Nicholas, E. A., et al. (2010) · American Journal of Public Health · doi:10.2105/ajph.2009.180869 · Cited by 79 · see citing works
Scheirer, M. A. (1990) · Journal of Health and Social Behavior · doi:10.2307/2137173 · Cited by 78 · see citing works
Self-citationSustainability of Public Health Programs: The Example of Tobacco Treatment Services in Massachusetts
LaPelle, N. R., Zapka, J. G., & Ockene, J. K. (2006) · American Journal of Public Health · doi:10.2105/ajph.2005.067124 · Cited by 69 · see citing works
The Role of Evaluation in Research—Practice Integration Working Toward the ‘‘Golden Spike’’
Urban, J. B., & Trochim, W. M. K. (2009) · American Journal of Evaluation · doi:10.1177/1098214009348327 · Cited by 64 · see citing works
Predictors of Sustainability of Social Programs
Savaya, R., & Spiro, S. E. (2012) · American Journal of Evaluation · doi:10.1177/1098214011408066 · Cited by 61 · see citing works
The role of community context in planning and implementing community-based health promotion projects
Kegler, M. C., Rigler, J., & Honeycutt, S. (2011) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2011.03.004 · Cited by 50 · see citing works
Policy and System Change and Community Coalitions
Clark, N. M., Lachance, L., Doctor, L. J., Gilmore, L. A., Kelly, C. L. H., Krieger, J. W., Lara, M., Meurer, J., Milanovich, A. F., Nicholas, E. A., et al. (2014) · Health Education & Behavior · doi:10.1177/1090198114547507 · Cited by 29 · see citing works
Scope, Scale, and Sustainability: What It Takes to Create Lasting Community Change
Trent, T. R., & Chavis, D. M. (2009) · The Foundation Review · doi:10.4087/foundationreview-d-09-00007 · Cited by 24 · see citing works
Seed funding for health promotion: sowing sustainability or skepticism?
Higgins, J., Naylor, P., & Day, M. (2007) · Community Development Journal · doi:10.1093/cdj/bsl052 · Cited by 19 · see citing works
Smith, N. L., Brandon, P. R., Hwalek, M. A., et al. (2011) · American Journal of Evaluation · doi:10.1177/1098214011421412 · Cited by 12 · see citing works
Reed, J. H. C., & Jordan, G. (2007) · Research Evaluation · doi:10.3152/095820207x243909 · Cited by 10 · see citing works
Evaluating the Impact on Public Policy of Foundation-Sponsored Programs in the Health Professions
Knott, J. H., Weissert, C. S., & HENRY, R. C. (1999) · Evaluation & the Health Professions · doi:10.1177/01632789922034347 · Cited by 6 · see citing works
Flagged first, then by citations
Research works printed but not linked: 5
- [1]National Institutes of Health. 5th Annual NIH Conference on the Science of Dissemination and Implementation Research. Available at: http://conferences.thehillgroup.com/obssr.DI2012/about.html. Accessed January 10, 2012.
- [7]Williams B, Imam I, eds. Systems Concepts in Evaluation: An Expert Anthology. Point Reyes, CA: Edge Press of Inverness; 2007 [Google Scholar]
- [32]Goodman PS, Associates. Change in Organizations. San Francisco, CA: Jossey Bass; 1982 [Google Scholar]
- [43]Boucar M, Franco LM, Sabou D, Saley Z, Jennings L, Mohan D. Sustaining Better Maternal and Newborn Care and Quality Improvement in Niger: Challenges and Successes. Bethesda, MD: USAID Health Care Improvement Project and University Research Co; 2011 [Google Scholar]
- [45]Frazier CM, Williams K-A. Using Evaluation to Understand Infrastructure Development in State Oral Health Programs. Paper presented at: annual meeting of the American Evaluation Association; November 4, 2011; Anaheim, CA [Google Scholar]
Cited by
Sorted by citations
Methods to Improve the Selection and Tailoring of Implementation Strategies
Powell, B. J., Beidas, R. S., Lewis, C. C., Aarons, G. A., McMillen, J. C., Proctor, E. K., & Mandell, D. S. (2017) · The Journal of Behavioral Health Services & Research · doi:10.1007/s11414-015-9475-6 · Cited by 967 · see citing works
The Sustainability of Evidence-Based Interventions and Practices in Public Health and Health Care
Shelton, R. C., Cooper, B. R., & Stirman, S. W. (2018) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-040617-014731 · Cited by 806 · see citing works
Damschroder, L. J., & Lowery, J. C. (2013) · Implementation Science · doi:10.1186/1748-5908-8-51 · Cited by 734 · see citing works
Stirman, S. W., Miller, C. J., Toder, K., & Calloway, A. (2013) · Implementation Science · doi:10.1186/1748-5908-8-65 · Cited by 691 · see citing works
Proctor, E., Luke, D., Calhoun, A., McMillen, C., Brownson, R., McCrary, S., & Padek, M. (2015) · Implementation Science · doi:10.1186/s13012-015-0274-5 · Cited by 429 · see citing works
The Program Sustainability Assessment Tool: A New Instrument for Public Health Programs
Luke, D. A., Calhoun, A., Robichaux, C. B., Elliott, M. B., & Moreland-Russell, S. (2014) · Preventing Chronic Disease · doi:10.5888/pcd11.130184 · Cited by 364 · see citing works
A Systematic Review of Strategies for Implementing Empirically Supported Mental Health Interventions
Powell, B. J., Proctor, E. K., & Glass, J. E. (2014) · Research on Social Work Practice · doi:10.1177/1049731513505778 · Cited by 268 · see citing works
Expert recommendations for implementing change (ERIC): protocol for a mixed methods study
Waltz, T. J., Powell, B. J., Chinman, M. J., Smith, J. L., Matthieu, M. M., Proctor, E. K., Damschroder, L. J., & Kirchner, J. E. (2014) · Implementation Science · doi:10.1186/1748-5908-9-39 · Cited by 202 · see citing works
The sustainability of healthcare innovations: a concept analysis
Fleiszer, A. R., Semenic, S. E., Ritchie, J. A., Richer, M., & Denis, J. (2015) · Journal of Advanced Nursing · doi:10.1111/jan.12633 · Cited by 166 · see citing works
Colquhoun, H., Leeman, J., Michie, S., Lokker, C., Bragge, P., Hempel, S., McKibbon, K. A., Peters, G.-J. Y., Stevens, K. R., Wilson, M. G., et al. (2014) · Implementation Science · doi:10.1186/1748-5908-9-51 · Cited by 180 · see citing works
Leeman, J., Calancie, L., Kegler, M. C., Escoffery, C. T., Herrmann, A. K., Thatcher, E., Hartman, M. A., & Fernandez, M. E. (2017) · Health Education & Behavior · doi:10.1177/1090198115610572 · Cited by 90 · see citing works
Palinkas, L. A., Chou, C.-P., Spear, S. E., Mendon, S. J., Villamar, J., & Brown, C. H. (2020) · Implementation Science · doi:10.1186/s13012-020-01030-x · Cited by 70 · see citing works
Fleiszer, A. R., Semenic, S. E., Ritchie, J. A., Richer, M.-C., & Denis, J.-L. (2016) · Journal of Nursing Management · doi:10.1111/jonm.12320 · Cited by 77 · see citing works
Ford II, J. H., Alagoz, E., Dinauer, S., Johnson, K. A., Pe-Romashko, K., & Gustafson, D. H. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.3965 · Cited by 73 · see citing works
Powell, B. J., Proctor, E. K., Glisson, C. A., Kohl, P. L., Raghavan, R., Brownson, R. C., Stoner, B. P., Carpenter, C. R., & Palinkas, L. A. (2013) · Implementation Science · doi:10.1186/1748-5908-8-92 · Cited by 71 · see citing works
Urquhart, R., Kendell, C., Cornelissen, E., Powell, B. J., Madden, L. L., Kissmann, G., Richmond, S. A., & Bender, J. L. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-042503 · Cited by 32 · see citing works
Stoll, S., Janevic, M., Lara, M., Ramos-Valencia, G., Stephens, T. B., Persky, V., Uyeda, K., Ohadike, Y., & Malveaux, F. (2015) · Preventing Chronic Disease · doi:10.5888/pcd12.150133 · Cited by 32 · see citing works
Family care map: Sustaining family-centered care in Polytrauma Rehabilitation Centers
Ford, J. H., Wise, M., Krahn, D., Oliver, K. A., Hall, C., & Sayer, N. (2014) · Journal of Rehabilitation Research and Development · doi:10.1682/jrrd.2014.03.0066 · Cited by 24 · see citing works
Francis, L., Dunt, D., & Cadilhac, D. A. (2016) · BMJ Open · doi:10.1136/bmjopen-2015-010944 · Cited by 24 · see citing works
Examination of sustainability indicators for fall prevention strategies in three states
Smith, M. L., Durrett, N. K., Schneider, E. C., Byers, I. N., Shubert, T. E., Wilson, A. D., Towne, S. D., & Ory, M. G. (2018) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2018.02.001 · Cited by 22 · see citing works
King, D. K., Gonzalez, S. J., Hartje, J. A., Hanson, B. L., Edney, C., Snell, H., Zoorob, R. J., & Roget, N. A. (2018) · Translational Behavioral Medicine · doi:10.1093/tbm/ibx020 · Cited by 17 · see citing works
Cooper, B. R., Hill, L. G., Parker, L., Jenkins, G. J., Shrestha, G., & Funaiole, A. (2022) · Implementation Science Communications · doi:10.1186/s43058-022-00303-4 · Cited by 7 · see citing works
Ceptureanu, S. I., & Ceptureanu, E. G. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph16204035 · Cited by 7 · see citing works
Contextual Influences and Strategies for Dissemination and Implementation in Mental Health
Benjamin Wolk, C., Powell, B. J., & Beidas, R. S. (2015) · Oxford Handbook Topics in Psychology · doi:10.1093/oxfordhb/9780199935291.013.12 · Cited by 6 · see citing works
Malone, S., Newland, J., Kudchadkar, S. R., Prewitt, K., McKay, V., Prusaczyk, B., Proctor, E., Brownson, R. C., & Luke, D. A. (2022) · Frontiers in Health Services · doi:10.3389/frhs.2022.1005802 · Cited by 6 · see citing works
- Authors
- Scheirer, M. A.
- Affiliations
- Mary Ann Scheirer is with Scheirer Consulting, Princeton, NJ.
- Corresponding author
- Scheirer, Mary Ann
- Venue
- American Journal of Public Health
- Publisher
- American Public Health Association
- Published
- 2013-04
- Volume
- 103
- Issue
- 4
- Pages
- e73-e80
- ISSN
- 0090-0036 (ISSN-L)
- 1541-0048
- PMC
- PMC3673273
- OpenAlex
- W2152056361
- Cited by
- 161
- References
- 48
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 10 · 2023: 15 · 2022: 13 · 2021: 9 · 2020: 22 · 2019: 9 · 2018: 15 · 2017: 10 · 2016: 8 · 2015: 23 · 2014: 11 · 2013: 5
- FWCI
- 28.23
- 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)
- Topics
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Health Sciences › Health Professions › General Health Professions › Public Health Policies and Education
- Health Sciences › Health Professions › General Health Professions › Community Health and Development
- Keywords
- intervention sustainability, intervention types, capacity building, community partnerships, system change, research framework
- MeSH terms
- Community Health Services, Community-Institutional Relations, Community Participation, Cooperative Behavior, Health Plan Implementation, Health Planning, Health Planning Guidelines, Health Policy, Health Services Research, Humans, Organizational Innovation, Program Evaluation, Public Health Practice, Program Development, Evidence-Based Practice, Capacity Building
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