Digital Behaviour Change Interventions to Break and Form Habits
Open accessAbstract
Digital behaviour change interventions, particularly those using pervasive computing technology, hold great promise in supporting users to change their behaviour. However, most interventions fail to take habitual behaviour into account, limiting their potential impact. This failure is partly driven by a plethora of overlapping behaviour change theories and related strategies that do not consider the role of habits. We critically review the main theories and models used in the research to analyse their application to designing effective habitual behaviour change interventions. We highlight the potential for Dual Process Theory, modern habit theory, and Goal Setting Theory, which together model how users form and break habits, to drive effective digital interventions. We synthesise these theories into an explanatory framework, the Habit Alteration Model, and use it to outline the state of the art. We identify the opportunities and challenges of habit-focused interventions.
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Motivation to change behavior in a given direction is crucial for interventions such as self-nudges to be effective.
“Motivation to change behavior in a given direction is crucial for interventions such as self-nudges to be effective (Pinder et al., 2018).”
From Is life brighter when your phone is not? The efficacy of a grayscale smartphone intervention addressing digital well-being (2024) · cites this paper as Pinder et al., 2018
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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
A Theory of Cognitive Dissonance
Festinger, L. (1957) · doi:10.1515/9781503620766 · Cited by 24,241 · see citing works
A Theory of Cognitive Dissonance
Morvan, C., & O’Connor, A. (2017) · Macat Library eBooks · doi:10.4324/9781912282432 · Cited by 18,284 · see citing works
Social Cognitive Theory: An Agentic Perspective
Bandura, A. (2001) · Annual Review of Psychology · doi:10.1146/annurev.psych.52.1.1 · Cited by 15,510 · see citing works
(2011) · Cited by 14,317 · see citing works
Michie, S., van Stralen, M. M., & West, R. (2011) · Implementation Science · doi:10.1186/1748-5908-6-42 · Cited by 13,697 · see citing works
Measuring individual differences in implicit cognition: The implicit association test.
Greenwald, A. G., McGhee, D. E., & Schwartz, J. L. K. (1998) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.74.6.1464 · Cited by 11,720 · see citing works
Nudge: improving decisions about health, wealth, and happiness
(2008) · Choice Reviews Online · doi:10.5860/choice.46-0977 · Cited by 11,614 · see citing works
Social Foundations of Thought and Action
Bandura, A. (2002) · SAGE Publications Ltd eBooks · doi:10.4135/9781446221129.n6 · Cited by 9,948 · see citing works
Measuring individual differences in implicit cognition: the implicit association test
Greenwald, A. G., McGhee, D. E., & Schwartz, J. L. K. (1998) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.74.6.1464 · Cited by 9,210 · see citing works
Stages and processes of self-change of smoking: Toward an integrative model of change.
Prochaska, J. O., & DiClemente, C. C. (1983) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.51.3.390 · Cited by 9,098 · see citing works
The Transtheoretical Model of Health Behavior Change.
Prochaska, J. O., & Velicer, W. F. (1997) · American Journal of Health Promotion · doi:10.4278/0890-1171-12.1.38 · Cited by 7,782 · see citing works
Building a practically useful theory of goal setting and task motivation: A 35-year odyssey.
Locke, E. A., & Latham, G. P. (2002) · American Psychologist · doi:10.1037/0003-066x.57.9.705 · Cited by 7,766 · see citing works
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
Kahneman, D., & Tversky, A. (1984) · American Psychologist · doi:10.1037/0003-066x.39.4.341 · Cited by 6,544 · see citing works
A perspective on judgment and choice: mapping bounded rationality.
Kahneman, D. (2003) · American Psychologist · doi:10.1037/0003-066x.58.9.697 · Cited by 5,540 · see citing works
Dual-Processing Accounts of Reasoning, Judgment, and Social Cognition
Evans, J. S. B. T. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093629 · Cited by 5,137 · see citing works
(1997) · Choice Reviews Online · doi:10.5860/choice.34-3702 · Cited by 4,870 · see citing works
Self-regulation and depletion of limited resources: Does self-control resemble a muscle?
Muraven, M., & Baumeister, R. F. (2000) · Psychological Bulletin · doi:10.1037/0033-2909.126.2.247 · Cited by 4,510 · see citing works
Attention to Action: Willed and Automatic Control of Behavior
Norman, D. A., & Shallice, T. (1986) · Consciousness and Self-Regulation · doi:10.1007/978-1-4757-0629-1_1 · Cited by 4,455 · see citing works
Making sense of implementation theories, models and frameworks
Nilsen, P. (2015) · Implementation Science · doi:10.1186/s13012-015-0242-0 · Cited by 4,447 · see citing works
The Behavior of Organisms: An Experimental Analysis
Jones, F. N., & Skinner, B. F. (1939) · The American Journal of Psychology · doi:10.2307/1416495 · Cited by 4,388 · see citing works
Reflective and Impulsive Determinants of Social Behavior
Strack, F., & Deutsch, R. (2004) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0803_1 · Cited by 3,984 · see citing works
Webb, T. L., & Sheeran, P. (2006) · Psychological Bulletin · doi:10.1037/0033-2909.132.2.249 · Cited by 3,732 · see citing works
Intention—Behavior Relations: A Conceptual and Empirical Review
Sheeran, P. (2002) · European Review of Social Psychology · doi:10.1080/14792772143000003 · Cited by 3,688 · see citing works
Influence : science and practice
Cialdini, R. B. (1985) · Cited by 3,581 · see citing works
Self-monitoring of expressive behavior.
Snyder, M. (1974) · Journal of Personality and Social Psychology · doi:10.1037/h0037039 · Cited by 3,409 · see citing works
Categorical data analysis: Away from ANOVAs (transformation or not) and towards logit mixed models
Jaeger, T. F. (2008) · Journal of Memory and Language · doi:10.1016/j.jml.2007.11.007 · Cited by 3,317 · cited 1× · see citing works
“Appropriate study designs are those that can use mixed-level modelling to capture withinperson variation (Jaeger 2008); ‘N-of-1’ experimental designs, which can reveal how behaviours change over time (Klasnja et al. 2017; Lillie et al. 2011; McDonald et al. 2017); or microrandomized trials…”
BackgroundImplementation intentions and goal achievement: a meta-analysis of effects and processes
Gollwitzer, P. M., & Sheeran, P. (2006) · Advances in Experimental Social Psychology · doi:10.1016/s0065-2601(06)38002-1 · Cited by 3,236 · see citing works
Health promotion from the perspective of Social Cognitive Theory
Bandura, A. (1998) · Psychology & Health · doi:10.1080/08870449808407422 · Cited by 3,087 · see citing works
A cognitive-behavioral model of pathological Internet use
Davis, R. A. (2001) · Computers in Human Behavior · doi:10.1016/s0747-5632(00)00041-8 · Cited by 3,010 · see citing works
(2000) · doi:10.1017/cbo9780511803475 · Cited by 2,987 · see citing works
A hot/cool-system analysis of delay of gratification: dynamics of willpower
Metcalfe, J., & Mischel, W. (1999) · Psychological Review · doi:10.1037/0033-295x.106.1.3 · Cited by 2,931 · see citing works
Ironic processes of mental control.
Wegner, D. M. (1994) · Psychological Review · doi:10.1037//0033-295x.101.1.34 · Cited by 2,609 · see citing works
Attentional bias in emotional disorders.
MacLeod, C., Mathews, A., & Tata, P. R. (1986) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.95.1.15 · Cited by 2,553 · see citing works
A taxonomy of behavior change techniques used in interventions
Abraham, C., & Michie, S. (2008) · Health Psychology · doi:10.1037/0278-6133.27.3.379 · Cited by 2,525 · see citing works
Webb, T. L., Joseph, J., Yardley, L., & Michie, S. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1376 · Cited by 2,517 · see citing works
How Habit Limits the Predictive Power of Intention: The Case of Information Systems Continuance1
Limayem, M., Hirt, S. G., & Cheung, C. M. K. (2007) · MIS Quarterly · doi:10.2307/25148817 · Cited by 2,450 · see citing works
The emotional Stroop task and psychopathology
Williams, J. M. G., Mathews, A., & MacLeod, C. (1996) · Psychological Bulletin · doi:10.1037/0033-2909.120.1.3 · Cited by 2,420 · see citing works
The role of the basal ganglia in habit formation
Yin, H. H., & Knowlton, B. J. (2006) · Nature Reviews Neuroscience · doi:10.1038/nrn1919 · Cited by 2,402 · see citing works
A behavior model for persuasive design
Fogg, B. (2009) · Proceedings of the 4th International Conference on Persuasive Technology · doi:10.1145/1541948.1541999 · Cited by 2,328 · see citing works
(2014) · Cited by 2,276 · see citing works
The self system in reciprocal determinism.
Bandura, A. (1978) · American Psychologist · doi:10.1037/0003-066x.33.4.344 · Cited by 2,262 · see citing works
Sheeran, P., & Webb, T. L. (2016) · Social and Personality Psychology Compass · doi:10.1111/spc3.12265 · Cited by 2,185 · cited 2× · see citing works
“…process as a key determinant of behaviour (e.g., the Transtheoretical Model and the Theory of Planned Behaviour), are insufficient to explain habitual behaviour given the persistence of an intention-behaviour gap in the presence of strong habits (Gardner et al. 2011; Sheeran and Webb 2016).”
BackgroundNew Directions in Goal-Setting Theory
Locke, E. A., & Latham, G. P. (2006) · Current Directions in Psychological Science · doi:10.1111/j.1467-8721.2006.00449.x · Cited by 2,039 · see citing works
How are habits formed: modelling habit formation in the real world
Lally, P., van Jaarsveld, C. H. M., Potts, H. W. W., & Wardle, J. (2010) · European Journal of Social Psychology · doi:10.1002/ejsp.674 · Cited by 2,036 · see citing works
Reflections on Past Behavior: A Self‐Report Index of Habit Strength <sup>1</sup>
Verplanken, B., & Orbell, S. (2003) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.2003.tb01951.x · Cited by 2,030 · see citing works
A theory of goal setting & task performance
Locke, E. A., & Latham, G. P. (1990) · Medical Entomology and Zoology · Cited by 2,022 · see citing works
The automated will: nonconscious activation and pursuit of behavioral goals.
Bargh, J. A., Gollwitzer, P. M., Lee-Chai, A., Barndollar, K., & Trötschel, R. (2001) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.81.6.1014 · Cited by 1,865 · see citing works
A comprehensive model of the psychology of environmental behaviour—A meta-analysis
Klöckner, C. A. (2013) · Global Environmental Change · doi:10.1016/j.gloenvcha.2013.05.014 · Cited by 1,773 · see citing works
Habits, Rituals, and the Evaluative Brain
Graybiel, A. M. (2008) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.112851 · Cited by 1,697 · see citing works
de Ridder, D. T. D., Lensvelt-Mulders, G., Finkenauer, C., Stok, F. M., & Baumeister, R. F. (2012) · Personality and Social Psychology Review · doi:10.1177/1088868311418749 · Cited by 1,693 · see citing works
A Theory of Psychological Reactance
Mishler, E. G. (1968) · Psychosomatic Medicine · doi:10.1097/00006842-196811000-00013 · Cited by 1,665 · see citing works
How Emotion Shapes Behavior: Feedback, Anticipation, and Reflection, Rather Than Direct Causation
Baumeister, R., Vohs, K., DeWall, C., & Zhang, L.-Q. (2007) · Personality and Social Psychology Review · doi:10.1177/1088868307301033 · Cited by 1,649 · see citing works
Yielding to Temptation: Self‐Control Failure, Impulsive Purchasing, and Consumer Behavior
Baumeister, R. F. (2002) · Journal of Consumer Research · doi:10.1086/338209 · Cited by 1,612 · see citing works
Impulse and Self-Control From a Dual-Systems Perspective
Hofmann, W., Friese, M., & Strack, F. (2009) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2009.01116.x · Cited by 1,487 · see citing works
A new look at habits and the habit-goal interface.
Wood, W., & Neal, D. T. (2007) · Psychological Review · doi:10.1037/0033-295x.114.4.843 · Cited by 1,470 · see citing works
Wood, W., & Rünger, D. (2016) · Annual Review of Psychology · doi:10.1146/annurev-psych-122414-033417 · Cited by 1,445 · cited 3× · see citing works
“Instead, they tend to be unaware of the habit’s internal mechanisms (Stanovich 2005), such as the context-response associations (Wood and Rünger 2016).”
BackgroundDavis, 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
Time to retire the theory of planned behaviour
Sniehotta, F. F., Presseau, J., & Araújo-Soares, V. (2014) · Health Psychology Review · doi:10.1080/17437199.2013.869710 · Cited by 1,406 · see citing works
THEORY AT A GLANCE: A GUIDE FOR HEALTH PROMOTION PRACTICE
Croyle, R. T. (2005) · Cited by 1,396 · see citing works
Emotional distress regulation takes precedence over impulse control: If you feel bad, do it!
Tice, D. M., Bratslavsky, E., & Baumeister, R. F. (2001) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.80.1.53 · Cited by 1,361 · cited 2× · see citing works
“A strong association between affective state and self-control capacity (Economides et al. 2015; Tice et al. 2001) may also hamper behavioural persistence.”
BackgroundCues of being watched enhance cooperation in a real-world setting
Bateson, M., Nettle, D., & Roberts, G. (2006) · Biology Letters · doi:10.1098/rsbl.2006.0509 · Cited by 1,304 · see citing works
Social contagion theory: examining dynamic social networks and human behavior
Christakis, N. A., & Fowler, J. H. (2013) · Statistics in Medicine · doi:10.1002/sim.5408 · Cited by 1,303 · see citing works
Habits as knowledge structures: Automaticity in goal-directed behavior.
Aarts, H., & Dijksterhuis, A. (2000) · Journal of Personality and Social Psychology · doi:10.1037//0022-3514.78.1.53 · Cited by 1,248 · see citing works
Interventions to Break and Create Consumer Habits
Verplanken, B., & Wood, W. (2006) · Journal of Public Policy & Marketing · doi:10.1509/jppm.25.1.90 · Cited by 1,221 · see citing works
Online Social Network Site Addiction: A Comprehensive Review
Andreassen, C. S. (2015) · Current Addiction Reports · doi:10.1007/s40429-015-0056-9 · Cited by 1,212 · see citing works
Habits make smartphone use more pervasive.
Oulasvirta, A., Rattenbury, T., Ma, L., & Raita, E. (2012) · Personal and Ubiquitous Computing · doi:10.1007/s00779-011-0412-2 · Cited by 1,190 · see citing works
Consolvo, S., McDonald, D. W., Toscos, T., Chen, M. Y., Froehlich, J. E., Harrison, B. L., Klasnja, P., LaMarca, A., LeGrand, L., Libby, R., et al. (2008) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1357054.1357335 · Cited by 1,133 · see citing works
A survey of context modelling and reasoning techniques
Bettini, C., Brdiczka, O., Henricksen, K., Indulska, J., Nicklas, D., Ranganathan, A., & Riboni, D. (2009) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2009.06.002 · Cited by 1,127 · see citing works
Rationality and the Reflective Mind
Stanovich, K. (2010) · doi:10.1093/acprof:oso/9780195341140.001.0001 · Cited by 1,041 · see citing works
Modeling habitual and addictive smartphone behavior
van Deursen, A. J. A. M., Bolle, C. L., Hegner, S. M., & Kommers, P. A. M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2014.12.039 · Cited by 1,031 · see citing works
Habits in everyday life: Thought, emotion, and action.
Wood, W., Quinn, J. M., & Kashy, D. A. (2002) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.83.6.1281 · Cited by 1,028 · see citing works
Gardner, B. (2015) · Health Psychology Review · doi:10.1080/17437199.2013.876238 · Cited by 1,016 · see citing works
Health behavior models in the age of mobile interventions: are our theories up to the task?
Riley, W. T., Rivera, D. E., Atienza, A. A., Nilsen, W., Allison, S. M., & Mermelstein, R. (2011) · Translational Behavioral Medicine · doi:10.1007/s13142-011-0021-7 · Cited by 978 · cited 4× · see citing works
“This limits their application to DBCIs that can adapt rapidly to their users and to changing inputs [Riley et al. 2011].”
BackgroundInfluentialHabits as knowledge structures: Automaticity in goal-directed behavior
Aarts, H., & Dijksterhuis, A. (2000) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.78.1.53 · Cited by 972 · see citing works
Healthcare in the pocket: Mapping the space of mobile-phone health interventions
Klasnja, P., & Pratt, W. (2012) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2011.08.017 · Cited by 970 · see citing works
Schoeppe, S., Alley, S., Van Lippevelde, W., Bray, N. A., Williams, S. L., Duncan, M. J., & Vandelanotte, C. (2016) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/s12966-016-0454-y · Cited by 949 · see citing works
Predicting Behavior From Actions in the Past: Repeated Decision Making or a Matter of Habit?
Aarts, H., Verplanken, B., & van Knippenberg, A. (1998) · Journal of Applied Social Psychology · doi:10.1111/j.1559-1816.1998.tb01681.x · Cited by 926 · see citing works
Financial Incentive–Based Approaches for Weight Loss: A Randomized Trial
Volpp, K. G., John, L. K., Troxel, A. B., Norton, L., Fassbender, J., & Loewenstein, G. (2008) · JAMA · doi:10.1001/jama.2008.804 · Cited by 923 · see citing works
Wiers, R. W., Eberl, C., Rinck, M., Becker, E. S., & Lindenmeyer, J. (2011) · Psychological Science · doi:10.1177/0956797611400615 · Cited by 912 · see citing works
Lally, P., & Gardner, B. (2013) · Health Psychology Review · doi:10.1080/17437199.2011.603640 · Cited by 901 · see citing works
Interventions for promoting smoking cessation during pregnancy
Lumley, J., Chamberlain, C., Dowswell, T., Oliver, S., Oakley, L., & Watson, L. (2009) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd001055.pub3 · Cited by 890 · see citing works
Hardeman, 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
Chartrand, T. L., & Bargh, J. A. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.71.3.464 · Cited by 879 · see citing works
Contingency management for treatment of substance use disorders: a meta‐analysis
Prendergast, M., Podus, D., Finney, J., Greenwell, L., & Roll, J. (2006) · Addiction · doi:10.1111/j.1360-0443.2006.01581.x · Cited by 877 · see citing works
Gardner, B., Abraham, C., Lally, P. J., & de Bruijn, G. (2012) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-9-102 · Cited by 857 · see citing works
Are 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
Changing Human Behavior to Prevent Disease: The Importance of Targeting Automatic Processes
Marteau, T. M., Hollands, G. J., & Fletcher, P. C. (2012) · Science · doi:10.1126/science.1226918 · Cited by 855 · see citing works
Fish’n’Steps: Encouraging Physical Activity with an Interactive Computer Game
Lin, J. J.-W., Mamykina, L., Lindtner, S., Delajoux, G., & Strub, H. B. (2006) · Lecture notes in computer science · doi:10.1007/11853565_16 · Cited by 853 · see citing works
A self-regulation program for maintenance of weight loss
Wing, R. R., Tate, D. F., Gorin, A. A., Raynor, H. A., & Fava, J. L. (2006) · New England Journal of Medicine · doi:10.1056/nejmoa061883 · Cited by 830 · see citing works
Dual-process theories of the social mind.
Sherman, J. W., Gawronski, B., & Yaacov Trope, B. (2014) · Cited by 823 · see citing works
West, R., & Brown, J. (2013) · doi:10.1002/9781118484890 · Cited by 816 · see citing works
The design of eco-feedback technology
Froehlich, J., Findlater, L., & Landay, J. (2010) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1753326.1753629 · Cited by 813 · see citing works
Social cognition models and health behaviour: A structured review
Armitage, C. J., & Conner, M. (2000) · Psychology & Health · doi:10.1080/08870440008400299 · Cited by 797 · see citing works
Influencing behaviour: The mindspace way
Dolan, P., Hallsworth, M., Halpern, D., King, D., Metcalfe, R., & Vlaev, I. (2012) · Journal of Economic Psychology · doi:10.1016/j.joep.2011.10.009 · Cited by 788 · see citing works
Understanding quantified-selfers' practices in collecting and exploring personal data
Choe, E. K., Lee, N. B., Lee, B., Pratt, W., & Kientz, J. A. (2014) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557372 · Cited by 766 · see citing works
The n-of-1 clinical trial: the ultimate strategy for individualizing medicine?
Lillie, E. O., Patay, B., Diamant, J., Issell, B., Topol, E. J., & Schork, N. J. (2011) · Personalized Medicine · doi:10.2217/pme.11.7 · Cited by 706 · see citing works
Time for a change: putting the transtheoretical (stages of change) model to rest
WEST, R. (2005) · Addiction · doi:10.1111/j.1360-0443.2005.01139.x · Cited by 700 · see citing works
Hofmann, W., Friese, M., & Wiers, R. (2008) · Health Psychology Review · doi:10.1080/17437190802617668 · Cited by 694 · see citing works
Marshall, S. J., & Biddle, S. (2001) · Annals of Behavioral Medicine · doi:10.1207/s15324796abm2304_2 · Cited by 691 · see citing works
Peters, G.-J. Y., Ruiter, R. A. C., & Kok, G. (2013) · Health Psychology Review · doi:10.1080/17437199.2012.703527 · Cited by 679 · see citing works
Microrandomized trials: An experimental design for developing just-in-time adaptive interventions.
Klasnja, P., Hekler, E. B., Shiffman, S., Boruvka, A., Almirall, D., Tewari, A., & Murphy, S. A. (2015) · Health Psychology · doi:10.1037/hea0000305 · Cited by 671 · see citing works
Harnessing context sensing to develop a mobile intervention for depression
Burns, M. N., Begale, M., Duffecy, J., Gergle, D., Karr, C. J., Giangrande, E., & Mohr, D. C. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1838 · Cited by 646 · cited 1× · see citing works
“Perhaps the most promising avenue of research is the use of machine learning techniques on smartphones to estimate context, behaviour, and internal cognitions, such as mood (Burns et al. 2011).”
BackgroundHow the Brain Translates Money into Force: A Neuroimaging Study of Subliminal Motivation
Pessiglione, M., Schmidt, L., Draganski, B., Kalisch, R., Lau, H., Dolan, R. J., & Frith, C. D. (2007) · Science · doi:10.1126/science.1140459 · Cited by 634 · see citing works
Proceedings of 1994 American Control Conference - ACC '94
(1994) · doi:10.1109/acc.1994 · Cited by 633 · see citing works
Verbruggen, F., & Logan, G. D. (2008) · Journal of Experimental Psychology General · doi:10.1037/a0013170 · Cited by 623 · see citing works
Jakicic, J. M., Davis, K. K., Rogers, R. J., King, W. C., Marcus, M. D., Helsel, D., Rickman, A. D., Wahed, A. S., & Belle, S. H. (2016) · JAMA · doi:10.1001/jama.2016.12858 · Cited by 621 · see citing works
Fundamentals of physiological computing
Fairclough, S. H. (2009) · Interacting with Computers · doi:10.1016/j.intcom.2008.10.011 · Cited by 608 · see citing works
Implicit cognition and addiction: a tool for explaining paradoxical behavior
Stacy, A. W., & Wiers, R. W. (2010) · Annual Review of Clinical Psychology · doi:10.1146/annurev.clinpsy.121208.131444 · Cited by 607 · see citing works
Olander, E. K., Fletcher, H., Williams, S. L., Atkinson, L., Turner, A., & French, D. (2013) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-10-29 · Cited by 595 · see citing works
Theory-driven design strategies for technologies that support behavior change in everyday life
Consolvo, S., McDonald, D. W., & Landay, J. A. (2009) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/1518701.1518766 · Cited by 594 · see citing works
Making health habitual: the psychology of ‘habit-formation’ and general practice
Gardner, B., Lally, P., & Wardle, J. (2012) · British Journal of General Practice · doi:10.3399/bjgp12x659466 · Cited by 591 · cited 2× · see citing works
“The two main self-report measures for habits are Verplanken and Orbell’s 12-item SelfReport Habit Index (SRHI, (2003)) and the Self-Report Behavioural Automaticity Index (SRBAI, (Gardner et al. 2012)).”
BackgroundHagger, M. S., & Łuszczyńska, A. (2013) · Applied Psychology Health and Well-Being · doi:10.1111/aphw.12017 · Cited by 588 · see citing works
Nonconscious processes and health.
Sheeran, P., Gollwitzer, P. M., & Bargh, J. A. (2013) · Health Psychology · doi:10.1037/a0029203 · Cited by 579 · see citing works
Gardner, B., de Bruijn, G.-J., & Lally, P. (2011) · Annals of Behavioral Medicine · doi:10.1007/s12160-011-9282-0 · Cited by 574 · see citing works
Mapping mHealth research: a decade of evolution
Fiordelli, M., Diviani, N., & Schulz, P. J. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2430 · Cited by 570 · see citing works
Does monitoring goal progress promote goal attainment? A meta-analysis of the experimental evidence.
Harkin, B., Webb, T. L., Chang, B. P. I., Prestwich, A., Conner, M., Kellar, I., Benn, Y., & Sheeran, P. (2016) · Psychological Bulletin · doi:10.1037/bul0000025 · Cited by 564 · see citing works
An Empirical Examination of the Antecedents of Commitment to Difficult Goals
Hollenbeck, J. R., Williams, C. R., & Klein, H. J. (1989) · Journal of Applied Psychology · doi:10.1037/0021-9010.74.1.18 · Cited by 563 · see citing works
The automatic component of habit in health behavior: Habit as cue-contingent automaticity.
Orbell, S., & Verplanken, B. (2010) · Health Psychology · doi:10.1037/a0019596 · Cited by 563 · see citing works
Neal, D. T., Wood, W., & Quinn, J. M. (2006) · Current Directions in Psychological Science · doi:10.1111/j.1467-8721.2006.00435.x · Cited by 553 · see citing works
Environmental influences on energy balance-related behaviors: A dual-process view
Kremers, S. P., de Bruijn, G.-J., Visscher, T. L., van Mechelen, W., de Vries, N. K., & Brug, J. (2006) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-3-9 · Cited by 552 · see citing works
Gopher, D., & Koriat, A. (1999) · Cited by 550 · see citing works
Theories 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
Rachuri, K. K., Musolesi, M., Cecilia Mascolo, C., Rentfrow, P. J., Longworth, C., & Auçinas, A. (2010) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/1864349.1864393 · Cited by 509 · see citing works
Just a Fad? Gamification in Health and Fitness Apps
Lister, C., West, J. H., Cannon, B., Sax, T., & Brodegard, D. (2014) · JMIR Serious Games · doi:10.2196/games.3413 · Cited by 489 · see citing works
Health of the Implicit Association Test at age 3.
Greenwald, A., & Nosek, B. A. (2001) · Experimental Psychology · doi:10.1026//0949-3946.48.2.85 · Cited by 488 · see citing works
Wiers, R. W., Gladwin, T. E., Hofmann, W., Salemink, E., & Ridderinkhof, K. R. (2013) · Clinical Psychological Science · doi:10.1177/2167702612466547 · Cited by 486 · see citing works
Consistent Self‐monitoring of Weight: A Key Component of Successful Weight Loss Maintenance
Butryn, M. L., Phelan, S., Hill, J. O., & Wing, R. R. (2007) · Obesity · doi:10.1038/oby.2007.368 · Cited by 483 · see citing works
Sustainably unpersuaded: how persuasion narrows our vision of sustainability
Brynjarsdottir, H., Håkansson, M., Pierce, J., Baumer, E., DiSalvo, C., & Sengers, P. (2012) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/2207676.2208539 · Cited by 483 · see citing works
Michie, 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
Persuasive technology for health and wellness: State-of-the-art and emerging trends
Orji, R., & Moffatt, K. (2018) · Health Informatics Journal · doi:10.1177/1460458216650979 · Cited by 444 · see citing works
Einstein, G. O., & McDaniel, M. A. (2005) · Current Directions in Psychological Science · doi:10.1111/j.0963-7214.2005.00382.x · Cited by 441 · see citing works
How do habits guide behavior? Perceived and actual triggers of habits in daily life
Neal, D. T., Wood, W., Labrecque, J. S., & Lally, P. J. (2011) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2011.10.011 · Cited by 441 · see citing works
Health Behavior Change: Moving from Observation to Intervention
Sheeran, P., Klein, W. M. P., & Rothman, A. J. (2016) · Annual Review of Psychology · doi:10.1146/annurev-psych-010416-044007 · Cited by 439 · 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
Moving on from Weiser’s Vision of Calm Computing: Engaging UbiComp Experiences
Rogers, Y. (2006) · Lecture notes in computer science · doi:10.1007/11853565_24 · Cited by 425 · see citing works
Associative theories of goal-directed behaviour: a case for animal–human translational models
Wit, S., & Dickinson, A. (2009) · Psychological Research Psychologische Forschung · doi:10.1007/s00426-009-0230-6 · Cited by 424 · see citing works
Physical exercise habit: on the conceptualization and formation of habitual health behaviours
Aarts, H., Paulussen, T., & Schaalma, H. (1997) · Health Education Research · doi:10.1093/her/12.3.363 · Cited by 417 · see citing works
How to evaluate technologies for health behavior change in HCI research
Klasnja, P., Consolvo, S., & Pratt, W. (2011) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/1978942.1979396 · Cited by 414 · see citing works
(2015) · doi:10.1145/2750858.2804288 · Cited by 409 · see citing works
Förster, J., Liberman, N., & Friedman, R. (2007) · Personality and Social Psychology Review · doi:10.1177/1088868307303029 · Cited by 408 · see citing works
Practical trigger-action programming in the smart home
Ur, B., McManus, E., Ho, M. P. Y., & Littman, M. L. (2014) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557420 · Cited by 405 · see citing works
The interaction of the explicit and the implicit in skill learning: a dual-process approach
Sun, R., Slusarz, P., & Terry, C. (2005) · Psychological Review · doi:10.1037/0033-295x.112.1.159 · Cited by 399 · see citing works
Flowers or a robot army?: encouraging awareness & activity with personal, mobile displays
Consolvo, S., Klasnja, P., McDonald, D. W., Avrahami, D., Froehlich, J., LeGrand, L., Libby, R., Mosher, K., & Landay, J. A. (2008) · Proceedings of the 10th international conference on Ubiquitous computing · doi:10.1145/1409635.1409644 · Cited by 397 · see citing works
In two minds: Dual processes and beyond.
Evans, J., & Frankish, K. (2009) · doi:10.1093/acprof:oso/9780199230167.001.0001 · Cited by 395 · see citing works
Stanovich, K. E. (2004) · University of Chicago Press eBooks · doi:10.7208/chicago/9780226771199.001.0001 · Cited by 391 · see citing works
New theoretical approaches for human‐computer interaction
Rogers, Y. (2004) · Annual Review of Information Science and Technology · doi:10.1002/aris.1440380103 · Cited by 386 · see citing works
Persuasive technology in the real world
Fritz, T., Huang, E. M., Murphy, G. C., & Zimmermann, T. (2014) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2556288.2557383 · Cited by 385 · see citing works
Staddon, J. E. R., & Cerutti, D. T. (2002) · Annual Review of Psychology · doi:10.1146/annurev.psych.54.101601.145124 · Cited by 384 · see citing works
Self-control in action: Implicit dispositions toward goals and away from temptations.
Ayelet Fishbach, B., & Shah, J. Y. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.90.5.820 · Cited by 383 · see citing works
Beyond total capture: a constructive critique of lifelogging
Sellen, A. J., & Whittaker, S. (2010) · Communications of the ACM · doi:10.1145/1735223.1735243 · Cited by 377 · see citing works
Reflective and Automatic Processes in the Initiation and Maintenance of Dietary Change
Rothman, A. J., Sheeran, P., & Wood, W. (2009) · Annals of Behavioral Medicine · doi:10.1007/s12160-009-9118-3 · Cited by 368 · cited 3× · see citing works
“Habitual behaviours span multiple domains: health (Gardner 2015), including eating (Robinson et al. 2013; Rothman et al. 2009; Wansink 2010), exercise behaviour (Aarts et al.”
BackgroundBandura, A. (2000) · Oxford University Press eBooks · doi:10.1037/10522-140 · Cited by 366 · see citing works
Hollands, G. J., Shemilt, I., Marteau, T. M., Jebb, S. A., Kelly, M. P., Nakamura, R., Suhrcke, M., & Ogilvie, D. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-1218 · Cited by 363 · see citing works
Exploring Goal-setting, Rewards, Self-monitoring, and Sharing to Motivate Physical Activity
Munson, S. A., & Consolvo, S. (2012) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.4108/icst.pervasivehealth.2012.248691 · Cited by 360 · see citing works
ABC of Behaviour Change Theories
Michie, S., West, R., Campbell, R., Brown, J., & Gainforth, H. L. (2014) · Cited by 359 · see citing works
Dual-process theories of reasoning: Contemporary issues and developmental applications
Evans, J. S. B. T. (2011) · Developmental Review · doi:10.1016/j.dr.2011.07.007 · Cited by 355 · see citing works
Danner, U. N., Aarts, H., & de Vries, N. K. (2007) · British Journal of Social Psychology · doi:10.1348/014466607x230876 · Cited by 353 · see citing works
Webb, T. L., & Sheeran, P. (2008) · British Journal of Social Psychology · doi:10.1348/014466607x267010 · Cited by 351 · see citing works
Redish, A. D., Jensen, S., Johnson, A., & Kurth-Nelson, Z. (2007) · Psychological Review · doi:10.1037/0033-295x.114.3.784 · Cited by 346 · see citing works
Purchase and consumption habits: not necessarily what you intend
Ji, M. F., & Wood, W. (2007) · Journal of Consumer Psychology · doi:10.1016/s1057-7408(07)70037-2 · Cited by 336 · 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
Exercise contagion in a global social network
Aral, S., & Nicolaides, C. (2017) · Nature Communications · doi:10.1038/ncomms14753 · Cited by 329 · see citing works
Mind the theoretical gap: interpreting, using, and developing behavioral theory in HCI research
Hekler, E. B., Klasnja, P., Froehlich, J. E., & Buman, M. P. (2013) · Proceedings of the SIGCHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2466452 · Cited by 328 · see citing works
Why behavior change is difficult to sustain
Bouton, M. E. (2014) · Preventive Medicine · doi:10.1016/j.ypmed.2014.06.010 · Cited by 322 · see citing works
Cognitive Bias Modification: Past Perspectives, Current Findings, and Future Applications
Hertel, P. T., & Mathews, A. (2011) · Perspectives on Psychological Science · doi:10.1177/1745691611421205 · Cited by 321 · cited 2× · see citing works
“CBM techniques face challenges in identifying the relevant cues that need increasing/decreasing in salience (see Section 6.1) and ensuring longevity of the newly-learned responses (Hertel and Mathews 2011).”
BackgroundInfluentialDo Persuasive Technologies Persuade? - A Review of Empirical Studies
Hamari, J., Koivisto, J., & Pakkanen, T. (2014) · Lecture notes in computer science · doi:10.1007/978-3-319-07127-5_11 · Cited by 317 · see citing works
The Robot's Rebellion: Finding Meaning in the Age of Darwin
Stanovich, K. E. (2004) · Cited by 316 · see citing works
Clark, B., Sugiyama, T., Healy, G. N., Salmon, J., Dunstan, D. W., & Owen, N. G. (2008) · Obesity Reviews · doi:10.1111/j.1467-789x.2008.00508.x · Cited by 316 · see citing works
Subliminal priming and persuasion: Striking while the iron is hot
Strahan, E. J., Spencer, S. J., & Zanna, M. P. (2002) · Journal of Experimental Social Psychology · doi:10.1016/s0022-1031(02)00502-4 · Cited by 303 · see citing works
Motivating Sustainable Consumption
Jackson, T. (2008) · Open Research (University of Surrey) · Cited by 298 · see citing works
Exercise habit formation in new gym members: a longitudinal study
Kaushal, N., & Rhodes, R. E. (2015) · Journal of Behavioral Medicine · doi:10.1007/s10865-015-9640-7 · Cited by 285 · see citing works
Nilsen, P., Roback, K., Broström, A., & Ellström, P.-E. (2012) · Implementation Science · doi:10.1186/1748-5908-7-53 · Cited by 284 · see citing works
Pejović, V., & Musolesi, M. (2014) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/2632048.2632062 · Cited by 283 · see citing works
Experiences of habit formation: A qualitative study
Lally, P. J., Wardle, J., & Gardner, B. (2011) · Psychology Health & Medicine · doi:10.1080/13548506.2011.555774 · Cited by 277 · see citing works
A systematic review of the effects of non-conscious regulatory processes in physical activity
Rebar, A. L., Dimmock, J. A., Jackson, B., Rhodes, R. E., Kates, A., Starling, J., & Vandelanotte, C. (2016) · Health Psychology Review · doi:10.1080/17437199.2016.1183505 · Cited by 277 · see citing works
Towards Personality-driven Persuasive Health Games and Gamified Systems
Orji, R., Nacke, L. E., & Marco, C. D. (2017) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025577 · Cited by 277 · see citing works
Peters, G.-J., de Bruin, M., & Crutzen, R. (2013) · Health Psychology Review · doi:10.1080/17437199.2013.848409 · Cited by 276 · see citing works
Zuckerman, O., & Gal-Oz, A. (2014) · Personal and Ubiquitous Computing · doi:10.1007/s00779-014-0783-2 · Cited by 273 · see citing works
Forming a flossing habit: An exploratory study of the psychological determinants of habit formation
Judah, G., Gardner, B., & Aunger, R. V. (2012) · British Journal of Health Psychology · doi:10.1111/j.2044-8287.2012.02086.x · Cited by 271 · see citing works
How do people adhere to goals when willpower is low? The profits (and pitfalls) of strong habits.
Neal, D. T., Wood, W., & Drolet, A. (2013) · Journal of Personality and Social Psychology · doi:10.1037/a0032626 · Cited by 265 · see citing works
Cowan, L. T., Van Wagenen, S. A., Brown, B. A., Hedin, R. J., Seino-Stephan, Y., Hall, P. C., & West, J. H. (2013) · Health Education & Behavior · doi:10.1177/1090198112452126 · Cited by 264 · see citing works
Mehrotra, A., Pejović, V., Vermeulen, J., Hendley, R., & Musolesi, M. (2016) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858566 · Cited by 263 · see citing works
Self-citationRabbi, M., Aung, M. H., Zhang, M., & Choudhury, T. (2015) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/2750858.2805840 · Cited by 262 · see citing works
Robinson, E., Aveyard, P. N., Daley, A., Jolly, K. B., Lewis, A. L., Lycett, D., & Higgs, S. (2013) · American Journal of Clinical Nutrition · doi:10.3945/ajcn.112.045245 · Cited by 259 · see citing works
Beyond Abandonment to Next Steps
Epstein, D. A., Caraway, M., Johnston, C., Ping, A., Fogarty, J. A., & Munson, S. A. (2016) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858045 · Cited by 256 · see citing works
Training response inhibition to food is associated with weight loss and reduced energy intake
Lawrence, N., O'Sullivan, J., Parslow, D., Javaid, M., Adams, R. C., Chambers, C., Kos, K., & Verbruggen, F. (2015) · Appetite · doi:10.1016/j.appet.2015.06.009 · Cited by 254 · see citing works
Healthy habits: efficacy of simple advice on weight control based on a habit-formation model
Lally, P., Chipperfield, A., & Wardle, J. (2008) · International Journal of Obesity · doi:10.1038/sj.ijo.0803771 · Cited by 250 · see citing works
Gawronski, B., & Creighton, L. A. (2013) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780199730018.013.0014 · Cited by 248 · see citing works
Goodyear, V. A., Kerner, C., & Quennerstedt, M. (2017) · Sport Education and Society · doi:10.1080/13573322.2017.1375907 · Cited by 244 · see citing works
Applying health behavior theory to multiple behavior change: Considerations and approaches
Noar, S. M., Chabot, M., & Zimmerman, R. S. (2007) · Preventive Medicine · doi:10.1016/j.ypmed.2007.08.001 · Cited by 241 · see citing works
Whither cognitive bias modification research? Commentary on the special section articles.
MacLeod, C., Koster, E. H. W., & Fox, E. (2009) · Journal of Abnormal Psychology · doi:10.1037/a0014878 · Cited by 239 · see citing works
Moody, G. D., & Siponen, M. T. (2013) · Information & Management · doi:10.1016/j.im.2013.04.005 · Cited by 238 · see citing works
Adriaanse, M. A., Kroese, F. M., Gillebaart, M., & de Ridder, D. T. D. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00444 · Cited by 237 · see citing works
Beyond Self-Tracking and Reminders: Designing Smartphone Apps That Support Habit Formation
Stawarz, K., Cox, A. L., & Blandford, A. (2015) · Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems · doi:10.1145/2702123.2702230 · Cited by 237 · see citing works
From mindless eating to mindlessly eating better
Wansink, B. C. (2010) · Physiology & Behavior · doi:10.1016/j.physbeh.2010.05.003 · Cited by 234 · see citing works
Personality-targeted Gamification
Jia, Y., Xu, B., Karanam, Y., & Voida, S. (2016) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2858036.2858515 · Cited by 231 · see citing works
Preparing and Motivating Behavior Outside of Awareness
Aarts, H., Custers, R., & Marien, H. (2008) · Science · doi:10.1126/science.1150432 · Cited by 229 · see citing works
Taylor, N., Conner, M., & Lawton, R. (2012) · Health Psychology Review · doi:10.1080/17437199.2010.533441 · Cited by 223 · see citing works
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Milne-Ives, M., Lam, C., De Cock, C., Van Velthoven, M. H., & Meinert, E. (2020) · JMIR mhealth and uhealth · doi:10.2196/17046 · Cited by 393 · see citing works
Mapping and Taking Stock of the Personal Informatics Literature
Epstein, D. A., Caldeira, C. M., Figueiredo, M. C., Lu, X., Silva, L. M., Williams, L., Lee, J. H., Li, Q., Ahuja, S., Chen, Q., et al. (2020) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3432231 · Cited by 221 · 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
Apps That Motivate: a Taxonomy of App Features Based on Self-Determination Theory
Villalobos-Zúñiga, G., & Cherubini, M. (2020) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2020.102449 · Cited by 193 · see citing works
How the Design of YouTube Influences User Sense of Agency
Lukoff, K., Lyngs, U., Zade, H., Liao, J. V., Choi, J., Fan, K., Munson, S. A., & Hiniker, A. (2021) · Proceedings of the 2021 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445467 · Cited by 190 · see citing works
Roffarello, A. M., & De Russis, L. (2023) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3571810 · Cited by 137 · see citing works
'I Just Want to Hack Myself to Not Get Distracted'
Lyngs, U., Lukoff, K., Slovák, P., Seymour, W., Webb, H., Jirotka, M. D., Zhao, J., Kleek, M. G. V., & Shadbolt, N. (2020) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376672 · Cited by 113 · see citing works
Kymäläinen, T., Seisto, A., & Malila, R.-M. (2021) · Sustainability · doi:10.3390/su13042124 · Cited by 119 · see citing works
Building and breaking social media habits
Bayer, J., Anderson, I. A., & Tokunaga, R. S. (2022) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2022.101303 · Cited by 99 · see citing works
Defining and Identifying Attention Capture Deceptive Designs in Digital Interfaces
Roffarello, A. M., Lukoff, K., & Russis, L. D. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3580729 · Cited by 92 · see citing works
Unpacking Non-Dualistic Design: The Soma Design Case
Höök, K., Benford, S., Tennent, P., Tsaknaki, V., Alfaras, M., Avila, J. P. M., Li, C., Marshall, J., Roquet, C. D., Sanches, P., et al. (2021) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3462448 · Cited by 84 · see citing works
Zimmermann, V., & Renaud, K. (2021) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3429888 · Cited by 88 · see citing works
Digital Behavior Change Intervention Designs for Habit Formation: Systematic Review
Zhu, Y., Long, Y., Wang, H., Lee, K. P., Zhang, L., & Wang, S. J. (2024) · Journal of Medical Internet Research · doi:10.2196/54375 · Cited by 84 · see citing works
Rethinking Technologies for Behavior Change
Rapp, A., Tirassa, M., & Tirabeni, L. (2019) · ACM Trans. Comput. Hum. Interact. · doi:10.1145/3318142 · Cited by 42 · see citing works
Rifat, M. R., Toriq, T., & Ahmed, S. I. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3415199 · Cited by 65 · see citing works
Rapp, A., & Boldi, A. (2023) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3603497 · Cited by 57 · see citing works
Alberts, L., Lyngs, U., & Lukoff, K. (2024) · Interacting with Computers · doi:10.1093/iwc/iwae040 · Cited by 54 · see citing works
Wu, R., Yu, C., Pan, X., Liu, Y., Zhang, N., Fu, Y., Wang, Y., Zheng, Z., Chen, L. Z., Jiang, Q., et al. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642790 · Cited by 51 · see citing works
Designing an AI Health Coach and Studying Its Utility in Promoting Regular Aerobic Exercise
Mohan, S., Venkatakrishnan, A., & Hartzler, A. L. (2020) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/3366501 · Cited by 40 · see citing works
Understanding, Discovering, and Mitigating Habitual Smartphone Use in Young Adults
Roffarello, A. M., & Russis, L. D. (2021) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/3447991 · Cited by 40 · see citing works
Toward Understanding the Design of Intertwined Human–Computer Integrations
Mueller, F., Semertzidis, N. A., Andrés, J., Marshall, J., Benford, S., Li, X., Matjeka, L. P., & Mehta, Y. D. (2023) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3590766 · Cited by 40 · see citing works
Self-Control in Cyberspace: Applying Dual Systems Theory to a Review of Digital Self-Control Tools
Lyngs, U., Lukoff, K., Slovák, P., Binns, R., Slack, A., Inzlicht, M., Kleek, M. G. V., & Shadbolt, N. (2019) · Research Portal (King's College London) · doi:10.48550/arxiv.1902.00157 · Cited by 41 · see citing works
Choudhary, H., & Bansal, N. (2022) · Journal of Technical Education and Training · doi:10.30880/jtet.2022.14.01.010 · Cited by 37 · see citing works
Mallawaarachchi, S. R., Tieppo, A., Hooley, M., & Horwood, S. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107492 · Cited by 36 · see citing works
Benford, S., Ramchurn, R., Marshall, J., Wilson, M. L., Pike, M., Martindale, S., Hazzard, A., Greenhalgh, C., Kallionpää, M., Tennent, P., et al. (2020) · Human-Computer Interaction · doi:10.1080/07370024.2020.1754214 · Cited by 39 · see citing works
Renaud, K., Otondo, R. F., & Warkentin, M. E. (2019) · Computers & Security · doi:10.1016/j.cose.2018.12.018 · Cited by 35 · see citing works
Dekker, C. A., & Baumgartner, S. E. (2024) · Mobile Media & Communication · doi:10.1177/20501579231212062 · Cited by 33 · see citing works
Harjumaa, M., Absetz, P., Ermes, M., Mattila, E., Männikkö, R., Tilles‐Tirkkonen, T., Lintu, N., Schwab, U., Umer, A., Leppänen, J., et al. (2020) · JMIR Diabetes · doi:10.2196/15219 · Cited by 30 · see citing works
Venema, T. A. G., Kroese, F. M., Verplanken, B., & de Ridder, D. T. D. (2020) · Appetite · doi:10.1016/j.appet.2020.104699 · Cited by 34 · see citing works
The Effect of Goal Moderation on the Achievement and Satisfaction of Physical Activity Goals
Alqahtani, D. A., Jay, C., & Vigo, M. (2020) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3432209 · Cited by 28 · see citing works
Han, D. D., Silva, S. G. A. E., Schröder, K., Melissen, F. W., & Haggis, M. (2022) · Foods · doi:10.3390/foods11223646 · Cited by 28 · see citing works
Shin, Y. (2025) · JMIR Human Factors · doi:10.2196/69533 · Cited by 36 · see citing works
Sensor Networks and Data Management in Healthcare: Emerging Technologies and New Challenges
Pike, M., Mustafa, N., Towey, D., & Brusić, V. (2019) · IEEE Annual International Computer Software and Applications Conference (COMPSAC) · doi:10.1109/compsac.2019.00123 · Cited by 27 · see citing works
Disciplining the Akratic user: Constructing digital (un) wellness
Valasek, C. J. (2021) · Mobile Media & Communication · doi:10.1177/20501579211038796 · Cited by 26 · see citing works
Yfantidou, S., Sermpezis, P., & Vakali, A. I. (2023) · ACM Transactions on Computing for Healthcare · doi:10.1145/3592621 · Cited by 33 · see citing works
Huang, Y., Benford, S., Price, D., Patel, R., Li, B., Ivanov, A., & Blake, H. (2020) · JMIR mhealth and uhealth · doi:10.2196/17914 · Cited by 23 · see citing works
Beyond choice architecture: advancing the science of changing behaviour at scale
Marteau, T. M., Fletcher, P. C., Munafo, M. R., & Hollands, G. J. (2021) · BMC Public Health · doi:10.1186/s12889-021-11382-8 · Cited by 23 · see citing works
Theory-based habit modeling for enhancing behavior prediction in behavior change support systems
Zhang, C., Vanschoren, J., van Wissen, A., Lakens, D., de Ruyter, B., & IJsselsteijn, W. A. (2022) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-022-09326-x · Cited by 24 · see citing works
Lyngs, U., Lukoff, K., Slovák, P., Inzlicht, M., Freed, M., Andrews, H., Tinsman, C., Csuka, L., Alberts, L., de Mello, V. O., et al. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642946 · Cited by 22 · see citing works
Wicaksono, A., Hendley, R., & Beale, R. (2019) · Interacting with Computers · doi:10.1093/iwc/iwz012 · Cited by 22 · see citing works
Self-citation“Good Enough!”: Flexible Goal Achievement with Margin-based Outcome Evaluation
Jung, G., Oh, J., Jung, Y., Sun, J., Kong, H., & Lee, U. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445608 · Cited by 21 · see citing works
Starke, A. D., Musto, C., Rapp, A., Semeraro, G. M., & Trattner, C. (2023) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-023-09377-8 · Cited by 21 · see citing works
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Boonprakong, N., Tag, B., Gonçalves, J., & Dingler, T. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713450 · Cited by 22 · see citing works
Kaviani, F., Young, K. L., Robards, B., & Koppel, S. (2021) · Journal of Safety Research · doi:10.1016/j.jsr.2021.06.010 · Cited by 20 · see citing works
FinerMe: Examining App-level and Feature-level Interventions to Regulate Mobile Social Media Use
Orzikulova, A., Cho, H., Chung, H.-Y., Hong, H., Lee, U., & Lee, S.-J. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610065 · Cited by 20 · see citing works
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Lin, Z., Kunze, K. S., Ueki, A., & Inakage, M. (2020) · International Conference on Tangible, Embedded, and Embodied Interaction (TEI) · doi:10.1145/3374920.3374940 · Cited by 20 · see citing works
Reducing Risk in Digital Self-Control Tools: Design Patterns and Prototype
Schwartz, R. X., Roffarello, A. M., Russis, L. D., & Apostolellis, P. (2021) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3411763.3451843 · Cited by 19 · see citing works
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Liu, Y., Jiang, Z. J., & Choi, B. C. F. (2022) · Information Systems Research · doi:10.1287/isre.2022.1155 · Cited by 18 · see citing works
Quantifying the Impact of Making and Breaking Interface Habits
Clark, L. (2020) · Cronfa (Swansea University) · Cited by 17 · see citing works
Meinhardt, L.-M., Elhaidary, M., Colley, M., Rietzler, M., Rixen, J. O., Purohit, A. K., & Rukzio, E. (2025) · Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713187 · Cited by 16 · see citing works
Novel behaviour change frameworks for digital health interventions: A critical review
Pelly, M. L., Fatehi, F., Liew, D., & Verdejo‐García, A. (2023) · Journal of Health Psychology · doi:10.1177/13591053231164499 · Cited by 18 · see citing works
Theories and principles of digital self-tracking systems design
Zouinar, M., & Carey-Libbrecht, L. (2019) · Réseaux · doi:10.3917/res.216.0083 · Cited by 16 · see citing works
WorkFit: Designing Proactive Voice Assistance for the Health and Well-Being of Knowledge Workers
Ahire, S., Simon, B., & Rohs, M. (2024) · ACM Conference on Conversational User Interfaces (CUI) · doi:10.1145/3640794.3665561 · Cited by 15 · see citing works
Mohan, S. (2021) · ACM Transactions on Interactive Intelligent Systems · doi:10.1145/3375790 · Cited by 15 · see citing works
Using Gamification To Increase E-Learning Engagement
Watini, S., & Setyowati, W. (2023) · International Transactions on Education Technology (ITEE) · doi:10.33050/itee.v1i2.234 · Cited by 14 · see citing works
The Role of a Social Robot in Behavior Change Coaching
Jelínek, M., & Fischer, K. (2021) · ACM/IEEE International Conference on Human-Robot Interaction (HRI) · doi:10.1145/3434074.3447208 · Cited by 13 · see citing works
Jankovič, A., Kolenik, T., & Pejović, V. (2022) · Behavioral Sciences · doi:10.3390/bs12050116 · Cited by 13 · see citing works
Use of digital self-control tools in higher education – a survey study
Biedermann, D., Kister, S., Breitwieser, J., Weidlich, J., & Drachsler, H. (2023) · Education and Information Technologies · doi:10.1007/s10639-023-12198-2 · Cited by 13 · see citing works
Asiri, Y., Millard, D. E., & Weal, M. J. (2021) · IEEE Transactions on Learning Technologies · doi:10.1109/tlt.2021.3104817 · Cited by 13 · see citing works
Augmented and Virtual Reality-Driven Interventions for Healthy Behavior Change: A Systematic Review
Odenigbo, I. P., Alslaity, A., & Orji, R. (2022) · ACM International Conference on Interactive Media Experiences · doi:10.1145/3505284.3529964 · Cited by 14 · see citing works
Mobile Apps for Health Behavior Change: Protocol for a Systematic Review
Milne‐Ives, M., Lam, C., van Velthoven, M. H., & Meinert, E. (2019) · JMIR Research Protocols · doi:10.2196/16931 · Cited by 13 · see citing works
Fessler, A., Klöckner, C. A., & Haustein, S. (2022) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2023.02.012 · Cited by 13 · see citing works
Designing digital health interventions with causal inference and multi-armed bandits: a review
Švihrová, R., Rossi, A. D., Marzorati, D., Tzovara, A., & Faraci, F. D. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1435917 · Cited by 12 · see citing works
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Jakob, R., Lepper, N., Fleisch, E., & Kowatsch, T. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642321 · Cited by 12 · see citing works
Evaluating Mobile Apps Targeting Personal Goals
Lolla, S., & Sas, C. (2023) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3544549.3585725 · Cited by 12 · see citing works
Designing a wearable IoT-based bladder level monitoring system for neurogenic bladder patients
Jonas, C., Lockl, J., Röglinger, M., & Weidlich, R. (2023) · European Journal of Information Systems · doi:10.1080/0960085x.2023.2283173 · Cited by 11 · see citing works
Designing online peer support for parents of adolescents at risk of mental health challenges
Wu, L., Seguin, J. P., Chandrasekara, D., Cardamone-Breen, M. C., Xie, J., McNaney, R., Bartindale, T., Olivier, P. L., & Yap, M. B. H. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642184 · Cited by 10 · see citing works
Kola, I., Jonker, C. M., & van Riemsdijk, M. B. (2023) · Autonomous Agents and Multi-Agent Systems · doi:10.1007/s10458-023-09605-w · Cited by 10 · see citing works
Promoting sustainable behaviors through mobile apps: SBAM design guidelines
Tancredi, C., Presta, R., & Lorenzo, V. D. (2024) · Multimedia Tools and Applications · doi:10.1007/s11042-024-18299-5 · Cited by 9 · see citing works
La numérisation de l’école au prisme de la citoyenneté
Alvarez, L., & Payn, M. (2021) · Éthique en éducation et en formation Les Dossiers du GREE · doi:10.7202/1084197ar · Cited by 12 · see citing works
A Special Interest Group on Designed and Engineered Friction in Interaction
Gould, S. J. J., Chuang, L. L., Iacovides, I., Garaialde, D., Cecchinato, M. E., Cowan, B. R., & Cox, A. L. (2021) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3411763.3450404 · Cited by 9 · see citing works
Self-citationWearable health devices in the workplace: The importance of habits to sustain the use
Stepanovic, S., Mettler, T., Schmidt-Kraepelin, M., Thiebes, S., & Sunyaev, A. (2019) · IEEE Conference on Business Informatics · doi:10.1109/cbi.2019.00048 · Cited by 9 · see citing works
Taking inspiration from becoming “one with a bike” to design human-computer integration
Mueller, F., von Kanel, J., Duckworth, J., & Andrés, J. (2023) · Human-Computer Interaction · doi:10.1080/07370024.2023.2269148 · Cited by 8 · see citing works
Sun, Y., Tenesa, A., & Vines, J. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713567 · Cited by 8 · see citing works
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Abbas, A., Wohn, C., Hu, D., Rho, E., & Lee, S. W. (2025) · International Conference on Conversational User Interfaces · doi:10.1145/3719160.3736634 · Cited by 12 · see citing works
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Hornbæk, K., Kristensson, P. O., & Oulasvirta, A. (2025) · doi:10.1093/oso/9780192864543.001.0001 · Cited by 8 · see citing works
Designing as trading-off: a practice-based view on smart service systems
Wessel, L., Sundermeier, J., Rothe, H., Hanke, S., Baiyere, A., Rappert, F., & Gersch, M. (2024) · European Journal of Information Systems · doi:10.1080/0960085x.2024.2308541 · Cited by 9 · see citing works
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Roffarello, A. M., & Russis, L. D. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-85610-6_8 · Cited by 8 · see citing works
Health promotion with physiolytics: What is driving people to subscribe in a data-driven health plan
Mettler, T., & Wulf, J. (2020) · PLoS ONE · doi:10.1371/journal.pone.0231705 · Cited by 8 · see citing works
Self-Control in Cyberspace: Applying Dual Systems Theory to Digital Self-Control ToolsPreprint
Lyngs, U., Lukoff, K., Slovák, P., Binns, R., Slack, A., Inzlicht, M., Kleek, M. G. V., & Shadbolt, N. (2019) · doi:10.31235/osf.io/685tm · Cited by 7 · see citing works
Less About Privacy: Revisiting a Survey about the German COVID-19 Contact Tracing App
Häring, M., Gerlitz, E., Smith, M., & Tiefenau, C. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581537 · Cited by 7 · see citing works
Zhang, Z., Han, T., Swystun, J., Sakamoto, Y., & Irani, P. (2020) · International Conference on Pervasive Computing Technologies for Healthcare · doi:10.1145/3421937.3421974 · Cited by 8 · see citing works
Improving Context-Aware Habit-Support Interventions Using Egocentric Visual Contexts
Khan, M., Fernandes, G., Vaish, A., Manuja, M., Maes, P., & Stibe, A. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-79460-6_10 · Cited by 7 · see citing works
Informing Users: Effects of Notification Properties and User Characteristics on Sharing Attitudes
Shulman, Y., Kitkowska, A., & Meyer, J. (2022) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2086592 · Cited by 7 · see citing works
Puerta-Beldarrain, M., Gómez–Carmona, O., Casado–Mansilla, D., & López–de–Ipiña, D. (2022) · Lecture notes in networks and systems · doi:10.1007/978-3-031-21333-5_38 · Cited by 7 · see citing works
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Paraschivoiu, I., & Layer-Wagner, T. (2021) · Annual Symposium on Computer-Human Interaction in Play · doi:10.1145/3450337.3483482 · Cited by 7 · see citing works
Who’s That? - Social Situation Awareness for Behaviour Support Agents
Kola, I., Jonker, C. M., & van Riemsdijk, M. B. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-51417-4_7 · Cited by 7 · see citing works
Social Media Breaks: An Opportunity for Recovery and Procrastination
Hossain, E., Wadley, G., Bianchi‐Berthouze, N., & Cox, A. L. (2024) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3637399 · Cited by 8 · see citing works
Body Mass Index and stimulus control: Results from a real-world study of eating behaviour
Franja, S., Elliston, K. G., & Ferguson, S. G. (2020) · Appetite · doi:10.1016/j.appet.2020.104783 · Cited by 6 · see citing works
Presta, R., Simone, F. D., Tancredi, C., & Chiesa, S. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-35678-0_10 · Cited by 6 · see citing works
“Garbage In, Garbage Out”: Mitigating Human Biases in Data Entry by Means of Artificial Intelligence
Eckhardt, S., Knaeble, M., Bucher, A. M., Staehelin, D., Dolata, M., Agotai, D., & Schwabe, G. (2023) · Lecture notes in computer science · doi:10.1007/978-3-031-42286-7_2 · Cited by 6 · see citing works
Hey StepByStep! Can you teach me how to use my phone better?
Roffarello, A. M., & Russis, L. D. (2023) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2023.103195 · Cited by 7 · see citing works
Richards, O. K., & Veinot, T. C. (2025) · ACM Transactions on Computer-Human Interaction · doi:10.1145/3719347 · Cited by 5 · see citing works
Hooked and Hustled: The Predatory Allure of Gamblified Finance
Packin, N. G., Kliger, D., Reichman, A., & Rabinovitz, S. (2025) · Columbia Business Law Review · doi:10.52214/cblr.v2025i1.14252 · Cited by 5 · see citing works
Experiment in a Box (XB): An Interactive Technology Framework for Sustainable Health Practices
schraefel, M. C., Muresan, G. C., & Hekler, E. B. (2021) · Frontiers in Computer Science · doi:10.3389/fcomp.2021.661890 · Cited by 5 · see citing works
Digital Human Representations for Health Behavior Change: A Structured Literature Review
Adam, M. T. P., Dreyer, S., Gimpel, H., Olenberger, C., & Fraunhofer, F. I. T. (2022) · AIS Transactions on Human-Computer Interaction · doi:10.17705/1thci.00171 · Cited by 5 · see citing works
The effect of body shaming on students who blame themselves
Hariyati, R., Setiawan, M. A., & Sulistiyana, S. (2022) · KONSELI Jurnal Bimbingan dan Konseling (E-Journal) · doi:10.24042/kons.v9i2.13886 · Cited by 7 · see citing works
Challenges and Opportunities of Using Redirection of Activity for Self-Regulation Online
Inie, N., Westh, B. H., Muller, J. H., & Lungu, M. F. (2023) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3544548.3581342 · Cited by 5 · see citing works
Behavior Change Approaches for Cyber Security and the Need for Ethics
Mersinas, K., & Bada, M. (2024) · Springer proceedings in complexity · doi:10.1007/978-981-99-6974-6_7 · Cited by 5 · see citing works
Beyond Screen Time: Exploring Smartwatch Interventions for Digital Well-Being
Shahu, A., Pechstein, F., & Michahelles, F. (2024) · Mensch und Computer (MuC) · doi:10.1145/3670653.3670674 · Cited by 5 · see citing works
- Authors
- Pinder, C., Vermeulen, J., Cowan, B. R., & Beale, R.
- Affiliations
- University of Birmingham (GB)
- Aarhus University (DK)
- University College Dublin (IE)
- Venue
- ACM Transactions on Computer-Human Interaction
- Published
- 2018-06-12
- Volume
- 25
- Issue
- 3
- Pages
- 1-66
- ISSN
- 1073-0516 (ISSN-L)
- 1557-7325
- OpenAlex
- W2808257344
- Cited by
- 235
- References
- 398
- Citations by year
- 2026: 18 · 2025: 76 · 2024: 27 · 2023: 29 · 2022: 20 · 2021: 34 · 2020: 19 · 2019: 12
- FWCI
- 20.52
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- ACM Transactions on Computer-Human Interaction (publishedVersion, cc-by-nc-sa)
- University of Birmingham Research Portal (University of Birmingham) (submittedVersion, other-oa)
- Topics
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Physical Sciences › Computer Science › Human-Computer Interaction › Innovative Human-Technology Interaction
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Keywords
- digital behaviour change interventions, habit formation, habit breaking, habitual behavior, dual-process theory, goal setting theory, ubiquitous computing, behaviour change theory, intervention design
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.
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