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Published in: Implementation Science 1/2018

Open Access 01-12-2018 | Research

Developing measures to assess constructs from the Inner Setting domain of the Consolidated Framework for Implementation Research

Authors: Maria E. Fernandez, Timothy J. Walker, Bryan J. Weiner, William A. Calo, Shuting Liang, Betsy Risendal, Daniela B. Friedman, Shin Ping Tu, Rebecca S. Williams, Sara Jacobs, Alison K. Herrmann, Michelle C. Kegler

Published in: Implementation Science | Issue 1/2018

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Abstract

Background

Scientists and practitioners alike need reliable, valid measures of contextual factors that influence implementation. Yet, few existing measures demonstrate reliability or validity. To meet this need, we developed and assessed the psychometric properties of measures of several constructs within the Inner Setting domain of the Consolidated Framework for Implementation Research (CFIR).

Methods

We searched the literature for existing measures for the 7 Inner Setting domain constructs (Culture Overall, Culture Stress, Culture Effort, Implementation Climate, Learning Climate, Leadership Engagement, and Available Resources). We adapted items for the healthcare context, pilot-tested the adapted measures in 4 Federally Qualified Health Centers (FQHCs), and implemented the revised measures in 78 FQHCs in the 7 states (N = 327 respondents) with a focus on colorectal cancer (CRC) screening practices. To psychometrically assess our measures, we conducted confirmatory factor analysis models (CFA; structural validity), assessed inter-item consistency (reliability), computed scale correlations (discriminant validity), and calculated inter-rater reliability and agreement (organization-level construct reliability and validity).

Results

CFAs for most constructs exhibited good model fit (CFI > 0.90, TLI > 0.90, SRMR < 0.08, RMSEA < 0.08), with almost all factor loadings exceeding 0.40. Scale reliabilities ranged from good (0.7 ≤ α < 0.9) to excellent (α ≥ 0.9). Scale correlations fell below 0.90, indicating discriminant validity. Inter-rater reliability and agreement were sufficiently high to justify measuring constructs at the clinic-level.

Conclusions

Our findings provide psychometric evidence in support of the CFIR Inner Setting measures. Our findings also suggest the Inner Setting measures from individuals can be aggregated to represent the clinic-level. Measurement of the Inner Setting constructs can be useful in better understanding and predicting implementation in FQHCs and can be used to identify targets of strategies to accelerate and enhance implementation efforts in FQHCs.
Literature
1.
go back to reference Balas EA, Weingarten S, Garb CT, Blumenthal D, Boren SA, Brown GD. Improving preventive care by prompting physicians. Arch Intern Med. 2000;160:301–8.CrossRefPubMed Balas EA, Weingarten S, Garb CT, Blumenthal D, Boren SA, Brown GD. Improving preventive care by prompting physicians. Arch Intern Med. 2000;160:301–8.CrossRefPubMed
2.
go back to reference McGlynn EA, Asch SM, Adams J, Keesey J, Hicks J, DeCristofaro A, et al. The quality of health care delivered to adults in the United States. N Engl J Med. 2003;348:2635–45.CrossRefPubMed McGlynn EA, Asch SM, Adams J, Keesey J, Hicks J, DeCristofaro A, et al. The quality of health care delivered to adults in the United States. N Engl J Med. 2003;348:2635–45.CrossRefPubMed
3.
go back to reference Glasgow RE, Klesges LM, Dzewaltowski DA, Bull SS, Estabrooks P. The future of health behavior change research: what is needed to improve translation of research into health promotion practice? Ann Behav Med. 2004;27:3–12.CrossRefPubMed Glasgow RE, Klesges LM, Dzewaltowski DA, Bull SS, Estabrooks P. The future of health behavior change research: what is needed to improve translation of research into health promotion practice? Ann Behav Med. 2004;27:3–12.CrossRefPubMed
4.
go back to reference Klabunde CN, Riley GF, Mandelson MT, Frame PS, Brown ML. Health plan policies and programs for colorectal cancer screening: a national profile. Am J Manag Care. 2004;10:273–9.PubMed Klabunde CN, Riley GF, Mandelson MT, Frame PS, Brown ML. Health plan policies and programs for colorectal cancer screening: a national profile. Am J Manag Care. 2004;10:273–9.PubMed
5.
go back to reference Emmons KM, Weiner B, Fernandez ME, Tu SP. Systems antecedents for dissemination and implementation: a review and analysis of measures. Health Educ Behav. 2012;39:87–105.CrossRefPubMed Emmons KM, Weiner B, Fernandez ME, Tu SP. Systems antecedents for dissemination and implementation: a review and analysis of measures. Health Educ Behav. 2012;39:87–105.CrossRefPubMed
6.
go back to reference Chor K, Wisdom J, Olin S, Hoagwood K, Horwitz SM. Measures for predictors of innovation adoption. Admin Pol Ment Health. 2015;42(5):545-73. Chor K, Wisdom J, Olin S, Hoagwood K, Horwitz SM. Measures for predictors of innovation adoption. Admin Pol Ment Health. 2015;42(5):545-73.
7.
go back to reference Weiner BJ, Amick H, Lee SY. Conceptualization and measurement of organizational readiness for change: a review of the literature in health services research and other fields. Med Care Res Rev. 2008;65:379–436.CrossRefPubMed Weiner BJ, Amick H, Lee SY. Conceptualization and measurement of organizational readiness for change: a review of the literature in health services research and other fields. Med Care Res Rev. 2008;65:379–436.CrossRefPubMed
8.
go back to reference Lewis CC, Fischer S, Weiner BJ, Stanick C, Kim M, Martinez RG. Outcomes for implementation science: an enhanced systematic review of instruments using evidence-based rating criteria. Implement Sci. 2015;10:155.CrossRefPubMedPubMedCentral Lewis CC, Fischer S, Weiner BJ, Stanick C, Kim M, Martinez RG. Outcomes for implementation science: an enhanced systematic review of instruments using evidence-based rating criteria. Implement Sci. 2015;10:155.CrossRefPubMedPubMedCentral
9.
go back to reference Damschroder LJ, Aron DC, Keith RE, Kirsh SR, Alexander JA, Lowery JC. Fostering implementation of health services research findings into practice: a consolidated framework for advancing implementation science. Implement Sci. 2009;4:50.CrossRefPubMedPubMedCentral Damschroder LJ, Aron DC, Keith RE, Kirsh SR, Alexander JA, Lowery JC. Fostering implementation of health services research findings into practice: a consolidated framework for advancing implementation science. Implement Sci. 2009;4:50.CrossRefPubMedPubMedCentral
10.
go back to reference Greenhalgh T, Robert G, Macfarlane F, Bate P, Kyriakidou O. Diffusion of innovations in service organizations: systematic review and recommendations. Milbank Q. 2004;82:581–629.CrossRefPubMedPubMedCentral Greenhalgh T, Robert G, Macfarlane F, Bate P, Kyriakidou O. Diffusion of innovations in service organizations: systematic review and recommendations. Milbank Q. 2004;82:581–629.CrossRefPubMedPubMedCentral
11.
go back to reference Lash SJ, Timko C, Curran GM, McKay JR, Burden JL. Implementation of evidence-based substance use disorder continuing care interventions. Psychol Addict Behav. 2011;25:238–51.CrossRefPubMed Lash SJ, Timko C, Curran GM, McKay JR, Burden JL. Implementation of evidence-based substance use disorder continuing care interventions. Psychol Addict Behav. 2011;25:238–51.CrossRefPubMed
12.
go back to reference Harris JR, Brown PK, Coughlin S, Fernandez ME, Hebert JR, Kerner J, et al. The cancer prevention and control research network. Prev Chronic Dis. 2005;2:A21.PubMed Harris JR, Brown PK, Coughlin S, Fernandez ME, Hebert JR, Kerner J, et al. The cancer prevention and control research network. Prev Chronic Dis. 2005;2:A21.PubMed
13.
go back to reference Ribisl KM, Fernandez ME, Friedman DB, Hannon PA, Leeman J, Moore A, et al. Impact of the cancer prevention and control research network: accelerating the translation of research into practice. Am J Prev Med. 2017;52:S233–40.CrossRefPubMedPubMedCentral Ribisl KM, Fernandez ME, Friedman DB, Hannon PA, Leeman J, Moore A, et al. Impact of the cancer prevention and control research network: accelerating the translation of research into practice. Am J Prev Med. 2017;52:S233–40.CrossRefPubMedPubMedCentral
14.
go back to reference Fernandez ME, Melvin CL, Leeman J, Ribisl KM, Allen JD, Kegler MC, et al. The cancer prevention and control research network: an interactive systems approach to advancing cancer control implementation research and practice. Cancer Epidemiol Biomark Prev. 2014;23:2512–21.CrossRef Fernandez ME, Melvin CL, Leeman J, Ribisl KM, Allen JD, Kegler MC, et al. The cancer prevention and control research network: an interactive systems approach to advancing cancer control implementation research and practice. Cancer Epidemiol Biomark Prev. 2014;23:2512–21.CrossRef
15.
go back to reference Liang S, Kegler M, Carvalho M, Fernandez M, Weiner B, Jacobs S, et al. Measuring constructs from the consolidated framework for implementation research in the context of increasing colorectal cancer screening at community health centers. Implement Sci. 2015;10(Suppl 1):A10. Liang S, Kegler M, Carvalho M, Fernandez M, Weiner B, Jacobs S, et al. Measuring constructs from the consolidated framework for implementation research in the context of increasing colorectal cancer screening at community health centers. Implement Sci. 2015;10(Suppl 1):A10.
16.
go back to reference Sohng H, Kuniyuki A, Edelson J, Weir R, Song H, Tu S-P. Capability for change at community health centers: an exploratory study on the implementation of an evidence-based intervention. Asian Pac J Cancer Prev. 2013;14:7451–7.CrossRefPubMed Sohng H, Kuniyuki A, Edelson J, Weir R, Song H, Tu S-P. Capability for change at community health centers: an exploratory study on the implementation of an evidence-based intervention. Asian Pac J Cancer Prev. 2013;14:7451–7.CrossRefPubMed
17.
go back to reference Nutting PA, Crabtree BF, Miller WL, Stewart EE, Stange KC, Jaen CR. Journey to the patient-centered medical home: a qualitative analysis of the experiences of practices in the National Demonstration Project. Ann Fam Med. 2010;8(Suppl 1):S45–56.CrossRefPubMedPubMedCentral Nutting PA, Crabtree BF, Miller WL, Stewart EE, Stange KC, Jaen CR. Journey to the patient-centered medical home: a qualitative analysis of the experiences of practices in the National Demonstration Project. Ann Fam Med. 2010;8(Suppl 1):S45–56.CrossRefPubMedPubMedCentral
18.
go back to reference Nutting PA, Crabtree BF, Stewart EE, Miller WL, Palmer RF, Stange KC, et al. Effect of facilitation on practice outcomes in the National Demonstration Project model of the patient-centered medical home. Ann Fam Med. 2010;8(Suppl 1):S33–44.CrossRefPubMedPubMedCentral Nutting PA, Crabtree BF, Stewart EE, Miller WL, Palmer RF, Stange KC, et al. Effect of facilitation on practice outcomes in the National Demonstration Project model of the patient-centered medical home. Ann Fam Med. 2010;8(Suppl 1):S33–44.CrossRefPubMedPubMedCentral
19.
go back to reference Jaen CR, Crabtree BF, Palmer RF, Ferrer RL, Nutting PA, Miller WL, et al. Methods for evaluating practice change toward a patient-centered medical home. Ann Fam Med. 2010;8(Suppl 1):S9–20.CrossRefPubMedPubMedCentral Jaen CR, Crabtree BF, Palmer RF, Ferrer RL, Nutting PA, Miller WL, et al. Methods for evaluating practice change toward a patient-centered medical home. Ann Fam Med. 2010;8(Suppl 1):S9–20.CrossRefPubMedPubMedCentral
20.
go back to reference Lehman WE, Greener JM, Simpson DD. Assessing organizational readiness for change. J Subst Abus Treat. 2002;22:197–209.CrossRef Lehman WE, Greener JM, Simpson DD. Assessing organizational readiness for change. J Subst Abus Treat. 2002;22:197–209.CrossRef
21.
go back to reference Patterson MG, West M, Shackleton V, Dawson J, Lawthom R, Maitlis S, et al. Validating the organizational climate measures: links to managerial practices, productivity and innovation. J Organ Behav. 2005;26:379–408.CrossRef Patterson MG, West M, Shackleton V, Dawson J, Lawthom R, Maitlis S, et al. Validating the organizational climate measures: links to managerial practices, productivity and innovation. J Organ Behav. 2005;26:379–408.CrossRef
22.
go back to reference Tu S-P, Young VM, Coombs LJ, Williams RS, Kegler MC, Kimura AT, et al. Practice adaptive reserve and colorectal cancer screening best practices at community health center clinics in 7 states. Cancer. 2015;121:1241–8.CrossRefPubMed Tu S-P, Young VM, Coombs LJ, Williams RS, Kegler MC, Kimura AT, et al. Practice adaptive reserve and colorectal cancer screening best practices at community health center clinics in 7 states. Cancer. 2015;121:1241–8.CrossRefPubMed
23.
go back to reference Brown TA. Confirmatory factor analysis for applied research. 1st ed. New York: The Guilford Press; 2015. Brown TA. Confirmatory factor analysis for applied research. 1st ed. New York: The Guilford Press; 2015.
24.
25.
go back to reference DeVellis R. Scale development: theory and applications. 3rd ed. Thousand Oaks, CA: Sage Publications, Inc; 2012. DeVellis R. Scale development: theory and applications. 3rd ed. Thousand Oaks, CA: Sage Publications, Inc; 2012.
26.
go back to reference Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct Equ Model Multidiscip J. 1999;6:1–55.CrossRef Hu L, Bentler PM. Cutoff criteria for fit indexes in covariance structure analysis: conventional criteria versus new alternatives. Struct Equ Model Multidiscip J. 1999;6:1–55.CrossRef
27.
go back to reference Muthen BO. Multilevel covariance structure analysis. Sociol Methods Res. 1994;22:376–98.CrossRef Muthen BO. Multilevel covariance structure analysis. Sociol Methods Res. 1994;22:376–98.CrossRef
28.
go back to reference Hox J. Multilevel analysis: techniques and applications. Mahwah, NJ: Lawrence Erlbaum Associates; 2002. Hox J. Multilevel analysis: techniques and applications. Mahwah, NJ: Lawrence Erlbaum Associates; 2002.
29.
go back to reference Satorra A, Bentler PM. A scaled difference chi-square test statistic for moment structure analysis. Psychometrika. 2001;66:507–14.CrossRef Satorra A, Bentler PM. A scaled difference chi-square test statistic for moment structure analysis. Psychometrika. 2001;66:507–14.CrossRef
30.
go back to reference Klein KJ, Kozlowski SW. Multilevel theory, research, and methods in organziations: foundations, extensions, and new directions. San Francisco: Jossey-Bass; 2000. Ref type: bill/resolution. Klein KJ, Kozlowski SW. Multilevel theory, research, and methods in organziations: foundations, extensions, and new directions. San Francisco: Jossey-Bass; 2000. Ref type: bill/resolution.
31.
go back to reference Klein KJ, Conn AB, Sorra JS. Implementing computerized technology: an organizational analysis. J Appl Psychol. 2001;86:811–24.CrossRefPubMed Klein KJ, Conn AB, Sorra JS. Implementing computerized technology: an organizational analysis. J Appl Psychol. 2001;86:811–24.CrossRefPubMed
32.
go back to reference Castro SL. Data analytic methods for the analysis of multilevel questions: a comparison of intraclass correlation coefficients, rwg(i), hierarchical lineal modeling, within- and between-analysis, and random group resampling. Leadersh Q. 2002;13:69–93.CrossRef Castro SL. Data analytic methods for the analysis of multilevel questions: a comparison of intraclass correlation coefficients, rwg(i), hierarchical lineal modeling, within- and between-analysis, and random group resampling. Leadersh Q. 2002;13:69–93.CrossRef
33.
go back to reference Lance CE, Butts MM, Michaels LC. The sources of four commonly reported cutoff criteria. Organ Res Methods. 2006;9:202–20.CrossRef Lance CE, Butts MM, Michaels LC. The sources of four commonly reported cutoff criteria. Organ Res Methods. 2006;9:202–20.CrossRef
34.
go back to reference Muthen L, Muthen B: Statistical analyses with latent variables. User’s guide 3. 1998. Muthen L, Muthen B: Statistical analyses with latent variables. User’s guide 3. 1998.
36.
go back to reference Dedrick RF, Greenbaum PE. Multilevel confirmatory factor analysis of a scale measuring interagency collaboration of children’s mental health agencies. J Emot Behav Disord. 2011;19:27–40.CrossRefPubMedPubMedCentral Dedrick RF, Greenbaum PE. Multilevel confirmatory factor analysis of a scale measuring interagency collaboration of children’s mental health agencies. J Emot Behav Disord. 2011;19:27–40.CrossRefPubMedPubMedCentral
37.
go back to reference Ehrhart MG, Torres EM, Wright LA, Martinez SY, Aarons GA. Validating the implementation climate scale (ICS) in child welfare organizations. Child Abuse Neglect. 2016;53:17–26.CrossRefPubMed Ehrhart MG, Torres EM, Wright LA, Martinez SY, Aarons GA. Validating the implementation climate scale (ICS) in child welfare organizations. Child Abuse Neglect. 2016;53:17–26.CrossRefPubMed
38.
go back to reference Clinton-McHarg T, Yoong SL, Tzelepis F, Regan T, Fielding A, Skelton E, et al. Psychometric properties of implementation measures for public health and community settings and mapping of constructs against the Consolidated Framework for Implementation Research: a systematic review. Implement Sci. 2016;11:148.CrossRefPubMedPubMedCentral Clinton-McHarg T, Yoong SL, Tzelepis F, Regan T, Fielding A, Skelton E, et al. Psychometric properties of implementation measures for public health and community settings and mapping of constructs against the Consolidated Framework for Implementation Research: a systematic review. Implement Sci. 2016;11:148.CrossRefPubMedPubMedCentral
39.
go back to reference Kalkan A, Roback K, Hallert E, Carlsson P. Factors influencing rheumatologists’ prescription of biological treatment in rheumatoid arthritis: an interview study. Implement Sci. 2014;9:153.CrossRefPubMedPubMedCentral Kalkan A, Roback K, Hallert E, Carlsson P. Factors influencing rheumatologists’ prescription of biological treatment in rheumatoid arthritis: an interview study. Implement Sci. 2014;9:153.CrossRefPubMedPubMedCentral
40.
go back to reference Ditty MS, Landes SJ, Doyle A, Beidas RS. It takes a village: a mixed method analysis of Inner Setting variables and dialectical behavior therapy implementation. Admin Pol Ment Health. 2015;42(6):672-81. Ditty MS, Landes SJ, Doyle A, Beidas RS. It takes a village: a mixed method analysis of Inner Setting variables and dialectical behavior therapy implementation. Admin Pol Ment Health. 2015;42(6):672-81.
41.
go back to reference Acosta J, Chinman M, Ebener P, Malone PS, Paddock S, Phillips A, et al. An intervention to improve program implementation: findings from a two-year cluster randomized trial of Assets-Getting To Outcomes. Implement Sci. 2013;8:87.CrossRefPubMedPubMedCentral Acosta J, Chinman M, Ebener P, Malone PS, Paddock S, Phillips A, et al. An intervention to improve program implementation: findings from a two-year cluster randomized trial of Assets-Getting To Outcomes. Implement Sci. 2013;8:87.CrossRefPubMedPubMedCentral
42.
go back to reference Helfrich CD, Li YF, Sharp ND, Sales AE. Organizational readiness to change assessment (ORCA): development of an instrument based on the Promoting Action on Research in Health Services (PARIHS) framework. Implementation Science. 2009;4(1):38.CrossRefPubMedPubMedCentral Helfrich CD, Li YF, Sharp ND, Sales AE. Organizational readiness to change assessment (ORCA): development of an instrument based on the Promoting Action on Research in Health Services (PARIHS) framework. Implementation Science. 2009;4(1):38.CrossRefPubMedPubMedCentral
Metadata
Title
Developing measures to assess constructs from the Inner Setting domain of the Consolidated Framework for Implementation Research
Authors
Maria E. Fernandez
Timothy J. Walker
Bryan J. Weiner
William A. Calo
Shuting Liang
Betsy Risendal
Daniela B. Friedman
Shin Ping Tu
Rebecca S. Williams
Sara Jacobs
Alison K. Herrmann
Michelle C. Kegler
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Implementation Science / Issue 1/2018
Electronic ISSN: 1748-5908
DOI
https://doi.org/10.1186/s13012-018-0736-7

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