From theory to intervention: Mapping theoretically derived behavioural determinants to behaviour change techniques
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Theory provides a helpful basis for designing interventions to change behaviour but offers little guidance on how to do this. This paper aims to illustrate methods for developing an extensive list of behaviour change techniques (with definitions) and for linking techniques to theoretical constructs. A list of techniques and definitions was generated from techniques published in two systematic reviews, supplemented by “brainstorming” and a systematic search of nine textbooks used in training applied psychologists. Inter‐rater reliability of extracting the techniques and definitions from the textbooks was assessed. Four experts judged which techniques would be effective in changing 11 theoretical constructs associated with behaviour change. Thirty‐five techniques identified in the reviews were extended to 53 by brainstorming and to 137 by consulting textbooks. Agreement for the 53 definitions was 74.7 per cent (15.4% cells completed and 59.3% cells empty for both raters). Agreement about the link between the 35 techniques and theoretical constructs was 71.7 per cent of 385 judgments (12.2% agreement that effective and 59.5% agreement that not effective). This preliminary work demonstrates the possibility of developing a comprehensive, reliable taxonomy of techniques linked to theory. Further refinement is needed to eliminate redundancies, resolve uncertainties, and complete technique definitions.
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BCTTv1 incorporated a number of cross-behaviour BCT taxonomies and some behaviour-specific taxonomies for physical activity, alcohol use, smoking and condom use.
“BCTTv1 incorporated a number of cross-behaviour BCT taxonomies [25, 26] and some behaviour-specific taxonomies for physical activity [27], alcohol use [28], smoking [29] and condom use [30].”
Research in the UK has mapped a set of 35 BCTs to theoretically derived behavioural determinants.
“Research in the UK has mapped a set of 35 BCTs to theoretically derived behavioural determinants [26].”
Preliminary work to address linking BCTs to mechanisms of action has been conducted in both primary research and in evidence syntheses.
“Preliminary work to address this has been conducted in both primary research and in evidence syntheses [9, 21, 26, 60, 74, 75].”
As a result, the groupings reported here are potentially more robust than those derived using consensus methods among a few people.
“As a result, the groupings reported here are potentially more robust than those derived using consensus methods among a few people.43”
The 'top-down' mapping of BCTs to theoretical domains advances the limited consensus methods used by Michie et al. by using an improved BCT taxonomy, an empirically validated TDF, and a larger number of respondents.
“The 'top-down' mapping of BCTs to theoretical domains advances the limited consensus methods used by Michie et al. 43 by using an improved BCT taxonomy, an empirically validated TDF and a larger number of respondents.”
A previous study linking 35 BCTs to 11 theoretical domains from the original TDF showed good reliability across four researchers, with 71% agreement over 385 possible links.
“A previous study linking 35 BCTs to 11 theoretical domains from the original TDF showed good reliability across four researchers, with 71% agreement over the 385 possible links.43”
Many advocate the use of theory to guide the selection of factors to investigate.
“many advocate the use of theory to guide the selection of factors to investigate [15,21-23].”
From Discriminant content validity of a theoretical domains framework questionnaire for use in implementation research (2014) · cites this paper as [23]
A valid TDF-based questionnaire will increase the use of theory in the assessment of barriers and facilitators for implementation problems, which can inform the selection of possible techniques that can be used to change healthcare professionals' behaviors.
“a valid TDF-based questionnaire will increase the use of theory in the assessment of barriers and facilitators for implementation problems [31,69,70], which can inform the selection of possible techniques that can be used to change healthcare professionals’ behaviors [15,23,26]”
From Discriminant content validity of a theoretical domains framework questionnaire for use in implementation research (2014) · cites this paper as [23]
Cites
The theory of planned behavior
Ajzen, I. (1991) · Organizational Behavior and Human Decision Processes · doi:10.1016/0749-5978(91)90020-t · Cited by 90,587 · see citing works
Self-efficacy: The exercise of control
Bandura, A., Freeman, W. H., & Lightsey, R. (1999) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.13.2.158 · Cited by 46,835 · see citing works
Handbook of Psychotherapy and Behavior Change
Garfield, S. L., Bergin, A. E., & Dryden, W. (1987) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.1.4.264a · Cited by 3,998 · see citing works
Bandura, A. (1997) · American Journal of Health Promotion · doi:10.4278/0890-1171-12.1.8 · Cited by 3,499 · see citing works
Framework for design and evaluation of complex interventions to improve health
Campbell, M. (2000) · BMJ · doi:10.1136/bmj.321.7262.694 · Cited by 3,474 · see citing works
Making psychological theory useful for implementing evidence based practice: a consensus approach
Michie, S. (2005) · Quality and Safety in Health Care · doi:10.1136/qshc.2004.011155 · Cited by 3,440 · see citing works
Self-citationEffectiveness and efficiency of guideline dissemination and implementation strategies
Grimshaw, J., Thomas, R., MacLennan, G., Fraser, C., Ramsay, C., Vale, L., Whitty, P., Eccles, M., Matowe, L., Shirran, L., et al. (2004) · Health Technology Assessment · doi:10.3310/hta8060 · Cited by 3,044 · see citing works
Self-citationDesigning and evaluating complex interventions to improve health care
Campbell, N. C., Murray, E., Darbyshire, J., Emery, J., Farmer, A., Griffiths, F., Guthrie, B., Lester, H., Wilson, P., & Kinmonth, A. L. (2007) · BMJ · doi:10.1136/bmj.39108.379965.be · Cited by 1,331 · see citing works
Baum, A., Revenson, T., & Singer, J. (2001) · Psychology Press eBooks · doi:10.4324/9781410600073 · Cited by 1,256 · see citing works
(2018) · Routledge eBooks · doi:10.4324/9781315167534 · Cited by 1,147 · see citing works
Behavior modification in applied settings
Kazdin, A. E. (1975) · Cited by 1,041 · see citing works
Behavior modification in applied settings
Wolff, R. P. (1994) · Journal of Behavior Therapy and Experimental Psychiatry · doi:10.1016/0005-7916(94)90069-8 · Cited by 1,034 · see citing works
Handbook of Psychotherapy and Behavior Change
Kepecs, J. G. (1980) · American Journal of Psychotherapy · doi:10.1176/appi.psychotherapy.1980.34.1.131 · Cited by 967 · see citing works
Eccles, M., Grimshaw, J., Walker, A., Johnston, M., & Pitts, N. (2005) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2004.09.002 · Cited by 917 · see citing works
Self-citationHardeman, W., Johnston, M., Johnston, D. W., Bonetti, D. L., Wareham, N. J., & Kinmonth, A. L. (2002) · Psychology and Health · doi:10.1080/08870440290013644a · Cited by 885 · see citing works
Self-citationInterventions to change health behaviours: evidence-based or evidence-inspired?
Michie, S., & Abraham, C. (2004) · Psychology and Health · doi:10.1080/0887044031000141199 · Cited by 783 · see citing works
Self-citationSkinner, B. F. (1963) · American Psychologist · doi:10.1037/h0045185 · Cited by 675 · see citing works
Factors influencing behavior and behavior change.
Fishbein, M., Triandis, H. C., Kanfer, F. H., Becker, M., & Se, M. (2000) · Cited by 506 · see citing works
Designing theoretically-informed implementation interventions
The Improved Clinical Effectiveness through Behavioural Research Group (ICEBeRG) (2006) · Implementation Science · doi:10.1186/1748-5908-1-4 · Cited by 380 · see citing works
Intervention Mapping: Protocol for Applying Health Psychology Theory to Prevention Programmes
Kok, G., Schaalma, H. P., Ruiter, R. A. C., van Empelen, P., & Brug, J. (2004) · Journal of Health Psychology · doi:10.1177/1359105304038379 · Cited by 362 · see citing works
Helping People Change: A Textbook of Methods
Kanfer, F. H., & Goldstein, A. P. (1975) · Medical Entomology and Zoology · Cited by 318 · see citing works
Hardeman, W., Sutton, S., Griffin, S., Johnston, M., White, A., Wareham, N. J., & Kinmonth, A. L. (2005) · Health Education Research · doi:10.1093/her/cyh022 · Cited by 311 · see citing works
Self-citationHardeman, W., Griffin, S., Johnston, M., Kinmonth, A., & Wareham, N. (2000) · International Journal of Obesity · doi:10.1038/sj.ijo.0801100 · Cited by 283 · see citing works
Self-citationFoy, R., Eccles, M., Jamtvedt, G., Young, J., Grimshaw, J., & Baker, R. (2005) · BMC Health Services Research · doi:10.1186/1472-6963-5-50 · Cited by 250 · see citing works
Self-citationHelping people change: A textbook of methods
Cooper, L. O. (1981) · International Journal of Intercultural Relations · doi:10.1016/0147-1767(81)90008-0 · Cited by 169 · see citing works
Walker, A. E., Grimshaw, J., Johnston, M., Pitts, N., Steen, N., & Eccles, M. (2003) · BMC Health Services Research · doi:10.1186/1472-6963-3-22 · Cited by 133 · see citing works
Self-citationBonetti, D. L., Eccles, M., Johnston, M., Steen, N., Grimshaw, J., Baker, R. M., Walker, A. E., & Pitts, N. B. (2004) · Social Science & Medicine · doi:10.1016/j.socscimed.2004.08.072 · Cited by 120 · see citing works
Self-citationBehavior modification : handbook of assessment, intervention, and evaluation
Gambrill, E. D. (1977) · Jossey-Bass eBooks · Cited by 82 · see citing works
Investigating theoretical explanations for behaviour change: The case study of ProActive
Michie, S., Hardeman, W., Fanshawe, T., Prevost, A. T., Taylor, L., & Kinmonth, A. L. (2007) · Psychology and Health · doi:10.1080/08870440701670588 · Cited by 63 · see citing works
Self-citationLeslie, J. C., & O’Reilly, M. F. (2016) · Psychology Press eBooks · doi:10.4324/9781315800370 · Cited by 26 · see citing works
Behavior Analysis: Foundations and Applications to Psychology
Rafii, E. (1999) · Cited by 23 · see citing works
Francis, J., Grimshaw, J., Zwarenstein, M., Eccles, M., Shiller, S. K., Godin, G., Johnston, M., O’Rourke, K., Presseau, J., & Tetroe, J. (2007) · Implementation Science · doi:10.1186/1748-5908-2-39 · Cited by 14 · see citing works
Self-citationGuidance recommends asking pregnant women about mental health
Mayor, S. (2007) · BMJ · doi:10.1136/bmj.39140.438565.db · Cited by 10 · see citing works
(2013) · Springer eBooks · doi:10.1007/978-3-642-28753-4_200225 · Cited by 8 · see citing works
Whitehead, A. (1979) · Behaviour Research and Therapy · doi:10.1016/0005-7967(79)90084-6 · Cited by 7 · see citing works
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Cited by
Sorted by citations
Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M. P., Cane, J., & Wood, C. E. (2013) · Annals of Behavioral Medicine · doi:10.1007/s12160-013-9486-6 · Cited by 7,629 · see citing works
Self-citationAtkins, L., Francis, J., Islam, R., O’Connor, D., Patey, A., Ivers, N., Foy, R., Duncan, E. M., Colquhoun, H., Grimshaw, J. M., et al. (2017) · Implementation Science · doi:10.1186/s13012-017-0605-9 · Cited by 3,819 · see citing works
“Guidance on identifying behaviour change techniques [7, 42] and designing broader intervention strategies [43].”
BackgroundInfluentialSelf-citationEffective techniques in healthy eating and physical activity interventions: A meta-regression.
Michie, S., Abraham, C., Whittington, C., McAteer, J., & Gupta, S. (2009) · Health Psychology · doi:10.1037/a0016136 · Cited by 2,229 · see citing works
Self-citationForsetlund, L., Bjørndal, A., Rashidian, A., Jamtvedt, G., O'Brien, M. A., Wolf, F. M., Davis, D., Odgaard-Jensen, J., & Oxman, A. D. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003030.pub2 · Cited by 1,849 · see citing works
Michie, S., Ashford, S., Sniehotta, F. F., Dombrowski, S. U., Bishop, A., & French, D. P. (2011) · Psychology & Health · doi:10.1080/08870446.2010.540664 · Cited by 1,756 · see citing works
Self-citationDavis, R., Campbell, R., Hildon, Z., Hobbs, L., & Michie, S. (2015) · Health Psychology Review · doi:10.1080/17437199.2014.941722 · Cited by 1,411 · see citing works
Self-citationSpecifying and reporting complex behaviour change interventions: the need for a scientific method
Michie, S., Fixsen, D., Grimshaw, J. M., & Eccles, M. P. (2009) · Implementation Science · doi:10.1186/1748-5908-4-40 · Cited by 976 · see citing works
Self-citationAre interventions theory-based? Development of a theory coding scheme.
Michie, S., & Prestwich, A. (2010) · Health Psychology · doi:10.1037/a0016939 · Cited by 855 · see citing works
Self-citationMichie, S., Wood, C. E., Johnston, M., Abraham, C., Francis, J. J., & Hardeman, W. (2015) · Health Technology Assessment · doi:10.3310/hta19990 · Cited by 680 · see citing works
Self-citationPsychosocial interventions for supporting women to stop smoking in pregnancy
Chamberlain, C., O'Mara-Eves, A., Porter, J., Coleman, T., Perlen, S. M., Thomas, J., & McKenzie, J. E. (2017) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd001055.pub5 · Cited by 650 · see citing works
Grant, A., Treweek, S., Dreischulte, T., Foy, R., & Guthrie, B. (2013) · Trials · doi:10.1186/1745-6215-14-15 · Cited by 541 · see citing works
Does theory influence the effectiveness of health behavior interventions? Meta-analysis
Prestwich, A., Sniehotta, F. F., Whittington, C., Dombrowski, S. U., Rogers, L., & Michie, S. (2014) · Health Psychology · doi:10.1037/a0032853 · Cited by 562 · see citing works
Self-citationTheories and techniques of behaviour change: Developing a cumulative science of behaviour change
Michie, S., & Johnston, M. (2012) · Health Psychology Review · doi:10.1080/17437199.2012.654964 · Cited by 522 · see citing works
Self-citationDombrowski, S. U., Sniehotta, F. F., Avenell, A., Johnston, M., MacLennan, G., & Araújo-Soares, V. (2012) · Health Psychology Review · doi:10.1080/17437199.2010.513298 · Cited by 504 · see citing works
Self-citationMichie, S., Carey, R. N., Johnston, M., Rothman, A. J., de Bruin, M., Kelly, M. P., & Connell, L. E. (2018) · Annals of Behavioral Medicine · doi:10.1007/s12160-016-9816-6 · Cited by 475 · see citing works
Self-citationPractice Feedback Interventions: 15 Suggestions for Optimizing Effectiveness
Brehaut, J., Colquhoun, H. L., Eva, K. W., Carroll, K. A., Sales, A. E., Michie, S., Ivers, N. M., & Grimshaw, J. (2016) · Annals of Internal Medicine · doi:10.7326/m15-2248 · Cited by 489 · see citing works
Self-citationFrancis, J. J., O’Connor, D., & Curran, J. (2012) · Implementation Science · doi:10.1186/1748-5908-7-35 · Cited by 484 · see citing works
Self-citationVandelanotte, C., Müller, A. M., Short, C. E., Hingle, M., Nathan, N., Williams, S. L., Lopez, M. L., Parekh, S., & Maher, C. A. (2016) · Journal of Nutrition Education and Behavior · doi:10.1016/j.jneb.2015.12.006 · Cited by 396 · see citing works
Towards a theory of intentional behaviour change: Plans, planning, and self‐regulation
Sniehotta, F. F. (2009) · British Journal of Health Psychology · doi:10.1348/135910708x389042 · Cited by 437 · see citing works
Action, actor, context, target, time (AACTT): a framework for specifying behaviour
Presseau, J., McCleary, N., Lorencatto, F., Patey, A. M., Grimshaw, J. M., & Francis, J. J. (2019) · Implementation Science · doi:10.1186/s13012-019-0951-x · Cited by 411 · see citing works
Self-citationHuijg, J. M., Gebhardt, W. A., Crone, M. R., Dusseldorp, E., & Presseau, J. (2014) · Implementation Science · doi:10.1186/1748-5908-9-11 · Cited by 385 · see citing works
The Handbook of Behavior Change
Hagger, M. S., Cameron, L. D., Hamilton, K., Hankonen, N. E., & Lintunen, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318 · Cited by 420 · see citing works
Predictors of adherence to home-based physical therapies: A systematic review
Essery, R., Geraghty, A. W. A., Kirby, S., & Yardley, L. (2017) · Disability and Rehabilitation · doi:10.3109/09638288.2016.1153160 · Cited by 391 · see citing works
Mosler, H. (2012) · International Journal of Environmental Health Research · doi:10.1080/09603123.2011.650156 · Cited by 405 · see citing works
Cane, J., Richardson, M., Johnston, M., Ladha, R., & Michie, S. (2015) · British Journal of Health Psychology · doi:10.1111/bjhp.12102 · Cited by 376 · see citing works
Self-citationPowell, R., Scott, N. W., Manyande, A., Bruce, J., Vögele, C., Byrne-Davis, L. M., Unsworth, M., Osmer, C., & Johnston, M. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008646.pub2 · Cited by 369 · see citing works
Self-citationHuijg, J. M., Gebhardt, W. A., Dusseldorp, E., Verheijden, M. W., van der Zouwe, N., Middelkoop, B. J., & Crone, M. R. (2014) · Implementation Science · doi:10.1186/1748-5908-9-33 · Cited by 355 · see citing works
Gourlan, M., Bernard, P., Bortolon, C., Romain, A. J., Lareyre, O., Carayol, M., Ninot, G., & Boiché, J. (2016) · Health Psychology Review · doi:10.1080/17437199.2014.981777 · Cited by 353 · see citing works
A Review and Taxonomy of Choice Architecture Techniques
Münscher, R., Vetter, M., & Scheuerle, T. (2015) · Journal of Behavioral Decision Making · doi:10.1002/bdm.1897 · Cited by 353 · see citing works
Systematic review of knowledge translation strategies in the allied health professions
Scott, S. D., Albrecht, L., O’Leary, K., Ball, G. D., Hartling, L., Hofmeyer, A., Jones, C. A., Klassen, T. P., Burns, K. K., Newton, A. S., et al. (2012) · Implementation Science · doi:10.1186/1748-5908-7-70 · Cited by 331 · see citing works
Computer-based diabetes self-management interventions for adults with type 2 diabetes mellitus
Pal, K., Eastwood, S. V., Michie, S., Farmer, A. J., Barnard, M. L., Peacock, R., Wood, B., Inniss, J. D., & Murray, E. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd008776.pub2 · Cited by 344 · see citing works
Self-citationCugelman, B., Thelwall, M., & Dawes, P. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1367 · Cited by 323 · see citing works
Cognitive training for people with mild to moderate dementia
Bahar-Fuchs, A., Martyr, A., Goh, A. M., Sabates, J., & Clare, L. (2019) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd013069.pub2 · Cited by 342 · see citing works
Using theories of behaviour change to inform interventions for addictive behaviours
Webb, T. L., Sniehotta, F. F., & Michie, S. (2010) · Addiction · doi:10.1111/j.1360-0443.2010.03028.x · Cited by 333 · see citing works
Self-citationThe Model of Pathways to Treatment: Conceptualization and integration with existing theory
Scott, S. E., Walter, F. M., Webster, A., Sutton, S. R., & Emery, J. D. (2012) · British Journal of Health Psychology · doi:10.1111/j.2044-8287.2012.02077.x · Cited by 326 · 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
Self-citationSzászi, B., Pálinkás, A., Pálfi, B., Szollosi, A., & Aczél, B. (2017) · Journal of Behavioral Decision Making · doi:10.1002/bdm.2035 · Cited by 318 · see citing works
Barriers and Facilitators to Exercise Participation in People with Hip and/or Knee Osteoarthritis
Dobson, F., Bennell, K. L., French, S. D., Nicolson, P. J. A., Klassmann, R. N., Holden, M. A., Atkins, L., & Hinman, R. S. (2016) · American Journal of Physical Medicine & Rehabilitation · doi:10.1097/phm.0000000000000448 · Cited by 307 · see citing works
Barriers to effective management of type 2 diabetes in primary care: qualitative systematic review
Rushforth, B., McCrorie, C., Glidewell, L., Midgley, E., & Foy, R. (2016) · British Journal of General Practice · doi:10.3399/bjgp16x683509 · Cited by 289 · see citing works
Changing Behavior Using the Theory of Planned Behavior
Ajzen, I., & Schmidt, P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.002 · Cited by 303 · see citing works
Psychosocial determinants of fruit and vegetable intake in adult population: a systematic review
Guillaumie, L., Godin, G., & Vézina‐Im, L. (2010) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-7-12 · Cited by 277 · see citing works
Forsetlund, L., O’Brien, M. A., Forsén, L., Mwai, L., Reinar, L. M., Okwen, P., Horsley, T., & Rose, C. J. (2021) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003030.pub3 · Cited by 293 · see citing works
Six ‘biases’ against patients and carers in evidence-based medicine
Greenhalgh, T., Snow, R., Ryan, S., Rees, S., & Salisbury, H. (2015) · BMC Medicine · doi:10.1186/s12916-015-0437-x · Cited by 259 · see citing works
Behaviour change theory and evidence: a presentation to Government
Michie, S., & West, R. (2013) · Health Psychology Review · doi:10.1080/17437199.2011.649445 · Cited by 259 · see citing works
Self-citationSustainability communication in tourism – A literature review
Tölkes, C. (2018) · Tourism Management Perspectives · doi:10.1016/j.tmp.2018.04.002 · Cited by 258 · see citing works
Five roles for using theory and evidence in the design and testing of behavior change interventions
Bartholomew, L. K., & Mullen, P. D. (2011) · Journal of Public Health Dentistry · doi:10.1111/j.1752-7325.2011.00223.x · Cited by 253 · see citing works
Psychosocial interventions for supporting women to stop smoking in pregnancy
Chamberlain, C., O'Mara-Eves, A., Oliver, S., Caird, J. R., Perlen, S. M., Eades, S. J., & Thomas, J. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd001055.pub4 · Cited by 251 · see citing works
Psychological family intervention for poorly controlled type 2 diabetes.
Keogh, K. M., Smith, S. M., White, P., McGilloway, S., Kelly, A., Gibney, J., & O’Dowd, T. (2011) · PubMed · Cited by 246 · see citing works
The effects of care bundles on patient outcomes: a systematic review and meta-analysis
Lavallée, J. F., Gray, T. A., Dumville, J. C., Russell, W., & Cullum, N. A. (2017) · Implementation Science · doi:10.1186/s13012-017-0670-0 · Cited by 262 · see citing works
Instrumentation issues in implementation science
Martinez, R. G., Lewis, C. C., & Weiner, B. J. (2014) · Implementation Science · doi:10.1186/s13012-014-0118-8 · Cited by 243 · see citing works
Flannery, C., McHugh, S., Anaba, A. E., Clifford, E., O’Riordan, M., Kenny, L. C., McAuliffe, F. M., Kearney, P. M., & Byrne, M. (2018) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-018-1816-z · Cited by 218 · see citing works
Michie, S., Jochelson, K., Markham, W. A., & Bridle, C. (2009) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2008.078725 · Cited by 238 · see citing works
Self-citationthe Canada PRIME Plus Team, Patey, A. M., Islam, R., Francis, J. J., Bryson, G. L., & Grimshaw, J. M. (2012) · Implementation Science · doi:10.1186/1748-5908-7-52 · Cited by 237 · see citing works
Self-citationLippke, S., & Ziegelmann, J. P. (2008) · Applied Psychology · doi:10.1111/j.1464-0597.2008.00339.x · Cited by 238 · see citing works
Gardner, B., Whittington, C., McAteer, J., Eccles, M. P., & Michie, S. (2010) · Social Science & Medicine · doi:10.1016/j.socscimed.2010.01.039 · Cited by 225 · see citing works
Self-citationFrancis, J. J., Stockton, C., Eccles, M. P., Johnston, M., Cuthbertson, B. H., Grimshaw, J. M., Hyde, C., Tinmouth, A., & Stanworth, S. J. (2009) · British Journal of Health Psychology · doi:10.1348/135910708x397025 · Cited by 230 · see citing works
Self-citationFriese, M., Hofmann, W., & Wiers, R. W. (2011) · Self and Identity · doi:10.1080/15298868.2010.536417 · Cited by 220 · see citing works
How can self-efficacy be increased? Meta-analysis of dietary interventions
Prestwich, A., Kellar, I., Parker, R. A., MacRae, S., Learmonth, M., Sykes‐Muskett, B., Taylor, N. J., & Castle, H. (2013) · Health Psychology Review · doi:10.1080/17437199.2013.813729 · Cited by 225 · see citing works
Murawski, B., Wade, L., Plotnikoff, R. C., Lubans, D. R., & Duncan, M. J. (2017) · Sleep Medicine Reviews · doi:10.1016/j.smrv.2017.12.003 · Cited by 225 · see citing works
Nicolson, P. J. A., Bennell, K. L., Dobson, F. L., Van Ginckel, A., Holden, M. A., & Hinman, R. S. (2017) · British Journal of Sports Medicine · doi:10.1136/bjsports-2016-096458 · Cited by 209 · see citing works
Wolfenden, L., Jones, J. Z., Williams, C. M., Finch, M., Wyse, R., Kingsland, M., Tzelepis, F., Wiggers, J. H., Williams, A. J., Seward, K., et al. (2016) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd011779.pub2 · Cited by 220 · see citing works
Lyngs, U., Lukoff, K., Slovák, P., Binns, R., Slack, A., Inzlicht, M., Kleek, M. G. V., & Shadbolt, N. (2019) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3290605.3300361 · Cited by 229 · see citing works
Interventions to Increase Physical Activity Among Older Adults: A Meta-Analysis
Chase, J. D. (2014) · The Gerontologist · doi:10.1093/geront/gnu090 · Cited by 215 · see citing works
Ryan, C. A., Ross, S., Davey, P. G., Duncan, E., Francis, J., Fielding, S., Johnston, M., Ker, J., Lee, A. J., MacLeod, M. J., et al. (2014) · PLoS ONE · doi:10.1371/journal.pone.0079802 · Cited by 213 · see citing works
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Spotswood, F., Chatterton, T. J., Tapp, A., & Williams, D. G. (2015) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2014.12.001 · Cited by 206 · see citing works
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Judah, G., Aunger, R., Schmidt, W.-P., Michie, S., Granger, S., & Curtis, V. (2009) · American Journal of Public Health · doi:10.2105/ajph.2009.164160 · Cited by 196 · see citing works
Self-citationFord‐Gilboe, M., Wathen, C. N., Varcoe, C., Herbert, C. P., Jackson, B. E., Lavoie, J. G., Pauly, B., Perrin, N., Smye, V. L., Wallace, B. B., et al. (2018) · Milbank Quarterly · doi:10.1111/1468-0009.12349 · Cited by 199 · see citing works
The strength model of self-regulation failure and health-related behaviour
Hagger, M. S., Wood, C., Stiff, C., & Chatzisarantis, N. L. D. (2009) · Health Psychology Review · doi:10.1080/17437190903414387 · Cited by 193 · see citing works
Wolfenden, L., Barnes, C., Jones, J. Z., Finch, M., Wyse, R., Kingsland, M., Tzelepis, F., Grady, A., Hodder, R. K., Booth, D., et al. (2020) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd011779.pub3 · Cited by 195 · see citing works
Raine, R., Fitzpatrick, R. M., Barratt, H., Bevan, G., Black, N. A., Boaden, R., Bower, P., Campbell, M., Denis, J., Devers, K. J., et al. (2016) · Health Services and Delivery Research · doi:10.3310/hsdr04160 · Cited by 187 · see citing works
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Alessa, T., Hawley, M. S., Hock, E. S., & de Witte, L. (2019) · JMIR mHealth and uHealth · doi:10.2196/13645 · Cited by 170 · see citing works
Designing and implementing behaviour change interventions to improve population health
Michie, S. (2008) · Journal of Health Services Research & Policy · doi:10.1258/jhsrp.2008.008014 · Cited by 183 · see citing works
Self-citationIslam, R., Tinmouth, A. T., Francis, J., Brehaut, J., Born, J., Stockton-Powdrell, C., Stanworth, S. J., Eccles, M., Cuthbertson, B. H., Hyde, C., et al. (2012) · Implementation Science · doi:10.1186/1748-5908-7-93 · Cited by 180 · see citing works
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Hagger, M. S. (2009) · British Journal of Health Psychology · doi:10.1348/135910708x397034 · Cited by 179 · see citing works
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Self-citationTitzler, I., Saruhanjan, K., Berking, M., Riper, H., & Ebert, D. D. (2018) · Internet Interventions · doi:10.1016/j.invent.2018.01.002 · Cited by 176 · see citing works
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Heslehurst, N., Newham, J., Maniatopoulos, G., Fleetwood, C., Robalino, S., & Rankin, J. (2014) · Obesity Reviews · doi:10.1111/obr.12160 · Cited by 169 · see citing works
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Horne, R., Cooper, V., Wileman, V., & Chan, A. H. Y. (2019) · European Psychologist · doi:10.1027/1016-9040/a000353 · Cited by 170 · see citing works
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Hagger, M. S., Moyers, S. A., McAnally, K., & McKinley, L. E. (2020) · Health Psychology Review · doi:10.1080/17437199.2020.1719184 · Cited by 165 · see citing works
Fuller, C., Michie, S., Savage, J., McAteer, J., Besser, S. J., Charlett, A., Hayward, A. C., Cookson, B., Cooper, B. S., Duckworth, G. J., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0041617 · Cited by 166 · see citing works
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Jake-Schoffman, D. E., Silfee, V. J., Waring, M. E., Boudreaux, E. D., Sadasivam, R. S., Mullen, S. P., Carey, J. L., Hayes, R. B., Ding, E. Y., Bennett, G. G., et al. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.8758 · Cited by 165 · see citing works
Lentferink, A., Oldenhuis, H. K. E., de Groot, M., Polstra, L., Velthuijsen, H., & van Gemert‐Pijnen, J. E. W. C. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7288 · Cited by 162 · see citing works
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Stewart, S.-J., Moon, Z., & Horne, R. (2022) · Psychology and Health · doi:10.1080/08870446.2022.2144923 · Cited by 180 · see citing works
Currie, S., Sinclair, M., MURPHY, M. H., Madden, E., Dunwoody, L., & Liddle, D. (2013) · PLoS ONE · doi:10.1371/journal.pone.0066385 · Cited by 159 · see citing works
Promoting social capital to alleviate loneliness and improve health among older people in Spain
Coll‐Planas, L., Gómez, G. D. V., Carroza, P. B., Masat, T., Puig, T., & Monteserín, R. (2015) · Health & Social Care in the Community · doi:10.1111/hsc.12284 · Cited by 157 · see citing works
Social marketing theory development goals: an agenda to drive change
Rundle-Thiele, S. R., David, P., Willmott, T. J., Pang, B., Eagle, L. C., & Hay, R. (2019) · Journal of Marketing Management · doi:10.1080/0267257x.2018.1559871 · Cited by 162 · see citing works
French, S. D., McKenzie, J. E., O’Connor, D. A., Grimshaw, J., Mortimer, D., Francis, J., Michie, S., Spike, N., Schattner, P. L., Kent, P. M., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0065471 · Cited by 153 · see citing works
Self-citationMoller, A. C., Merchant, G., Conroy, D. E., West, R., Hekler, E., Kugler, K. C., & Michie, S. (2017) · Journal of Behavioral Medicine · doi:10.1007/s10865-016-9818-7 · Cited by 151 · see citing works
Self-citationDesired Features of Smartphone Applications Promoting Physical Activity
Rabin, C., & Bock, B. C. (2011) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2011.0055 · Cited by 153 · see citing works
Lorencatto, F., Charani, E., Sevdalis, N., Tarrant, C., & Davey, P. G. (2018) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dky222 · Cited by 152 · see citing works
The impact of healthy lifestyle interventions on mental health and wellbeing: a systematic review
Dale, H., Brassington, L., & King, K. (2014) · Mental Health Review Journal · doi:10.1108/mhrj-05-2013-0016 · Cited by 147 · see citing works
Lin, M.-T., Zhu, D., Liu, C., & Kim, P. B. (2022) · Tourism Management · doi:10.1016/j.tourman.2022.104566 · Cited by 148 · see citing works
Duncan, E., Francis, J., Johnston, M., Davey, P. G., Maxwell, S. R. J., McKay, G. A., McLay, J. S., Ross, S., Ryan, C. A., Webb, D. J., et al. (2012) · Implementation Science · doi:10.1186/1748-5908-7-86 · Cited by 146 · see citing works
Self-citationChanging Behavior Using the Model of Action Phases
Keller, L., Gollwitzer, P. M., & Sheeran, P. (2020) · The Handbook of Behavior Change · doi:10.1017/9781108677318.006 · Cited by 147 · see citing works
Primary school-based behavioural interventions for preventing caries
Cooper-Ryan, A. M., O'Malley, L. A., Elison, S., Armstrong, R., Burnside, G., Adair, P., Dugdill, L., & Pine, C. M. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd009378.pub2 · Cited by 149 · see citing works
Dyson, J., Lawton, R., Jackson, C., & Cheater, F. (2011) · Journal of Infection Prevention · doi:10.1177/1757177410384300 · Cited by 142 · see citing works
Maria, D. S., Markham, C. M., Bluethmann, S. M., & Mullen, P. D. (2015) · Perspectives on Sexual and Reproductive Health · doi:10.1363/47e2415 · Cited by 145 · see citing works
When to consider boosting: some rules for policy-makers
Hertwig, R. (2017) · Behavioural Public Policy · doi:10.1017/bpp.2016.14 · Cited by 139 · see citing works
Parent-Directed Approaches to Enrich the Early Language Environments of Children Living in Poverty
Suskind, D. L., & Leffel, K. R. (2013) · Seminars in Speech and Language · doi:10.1055/s-0033-1353443 · Cited by 140 · see citing works
- Authors
- Michie, S., Johnston, M., Francis, J., Hardeman, W., & Eccles, M.
- Affiliations
- University College London (GB)
- University of Aberdeen (GB)
- University of Cambridge (GB)
- Newcastle University (GB)
- Corresponding author
- Michie, Susan
- Venue
- Applied Psychology
- Publisher
- Wiley
- Published
- 2008-07-08
- Volume
- 57
- Issue
- 4
- Pages
- 660-680
- ISSN
- 0269-994X (ISSN-L)
- 1464-0597
- OpenAlex
- W2132237350
- Cited by
- 1,789
- References
- 35
- Citations by year
- 2026: 46 · 2025: 83 · 2024: 110 · 2023: 117 · 2022: 171 · 2021: 159 · 2020: 209 · 2019: 114 · 2018: 121 · 2017: 116 · 2016: 105 · 2015: 109 · 2014: 82 · 2013: 75 · 2012: 68
- FWCI
- 44.42
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Applied Psychology (publishedVersion)
- Aberdeen University Research Archive (Aberdeen University) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- UEA Digital Repository (University of East Anglia) (submittedVersion)
- Newcastle University ePrints (Newcastle Univesity)
- Funders
- Economic and Social Research Council (ES/G007470/1)
- Topics
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Social Sciences › Psychology › Developmental and Educational Psychology › Behavioral and Psychological Studies
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Keywords
- behaviour change techniques, behavioural determinants, behaviour change theory, intervention design, inter-rater reliability, theoretical constructs
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