The DOI matches its Crossref record; 47 of the 47 references it cites were found in a registry or an index; none of the 42 sources its claims cite is checked for support yet.
Understanding tailoring in communicating about health
Open accessAbstract
'Tailoring' refers to any of a number of methods for creating communications individualized for their receivers, with the expectation that this individualization will lead to larger intended effects of these communications. Results so far have been generally positive but not consistently so, and this paper seeks to explicate tailoring to help focus future research. Tailoring involves either or both of two classes of goals (enhancing cognitive preconditions for message processing and enhancing message impact through modifying behavioral determinants of goal outcomes) and employs strategies of personalization, feedback and content matching. These goals and strategies intersect in a 2 x 3 matrix in which some strategies and their component tactics match better to some goals than to others. The paper illustrates how this framework can be systematically applied in generating research questions and identifying appropriate study designs for tailoring research.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This conceptual paper argues that “tailoring” in health communication is not a unitary construct but involves two goal classes—enhancing message processing and modifying behavioral determinants—and three strategies: personalization, feedback, and content matching. It proposes a 2 × 3 goals-by-strategies matrix to guide more precise research on what aspects of tailoring work and how.
Key findings
- Tailoring is better understood as continuous degrees of audience segmentation and message customization rather than as discrete categories of mass, targeted, and tailored communication.
- The paper identifies two broad tailoring goals: enhancing cognitive preconditions for message processing/acceptance and enhancing message impact by modifying behavioral determinants of outcomes.
- It proposes three tailoring strategies—personalization, feedback, and content matching—with personalization tactics including identification, raising expectation, and contextualization; feedback types including descriptive, comparative, and evaluative; and content matching directed at key theoretical determinants.
- The paper notes that >100 tailoring studies have been published and that the National Cancer Institute alone invested ∼$130 million in tailored communication research for cancer prevention and control since 1999; it also cites a meta-analysis concluding tailored print interventions are more effective than non-tailored ones.
Methods
- Conceptual/theoretical paper, described as a “white paper” from an NCI Centers of Excellence in Cancer Communication Research working group; it is not a systematic review or primary empirical study.
- The authors synthesize existing tailoring research and theory, cite illustrative studies, and propose a framework linking tailoring goals, strategies, and tactics.
- They recommend future designs including presence-versus-absence/dismantling designs, parametric or “dosing” designs, constructive designs, and designs comparing degrees of segmentation and customization.
Limitations
- The authors state that a thorough review of tailoring research is not their purpose and that some parts of the framework have been taken for granted by researchers or represent suggestions and speculations by the authors.
- They state that no research has tested the proposed effects and mechanisms of tailored feedback, nor compared effects of different types or combinations of feedback in tailored health communication programs.
- They also state that research on dose as the number of tailored communications received has been limited and inconclusive; the text makes evident that the proposed 2 × 3 matrix is not empirically validated in this paper.
Model-written summary. Check it against the paper before relying on it.
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Claims the paper makes
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In the paper
“The reference group used in comparative feedback can itself be tailored.”
What the sources say
- Not checked yetcites [39] Kreuter MW, Steger-May K, Bobra S, et al. Sociocultural characteristics and responses to cancer education materials among African American women. Cancer Control. 2003;10(Suppl.):69–80. doi: 10.1177/107327480301005s10. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Most studies of tailored content matching (or of other methods of tailoring) compared the experimental group with a group that received a general audience or group-targeted communication.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Because segmentation and customization rely on information about individuals and are arguably most effective when this information is detailed and relevant to targeted behaviors, individual-based assessments are often integral to tailored interventions.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesNone of the sources cited for this claim have been checked yet.
In the paper
“early studies showed that tailored messages were more likely than non-tailored messages to be read and remembered [14, 15].”
What the sources say
- Not checked yetcites [14] Skinner C, Strecher V, Hospers H. Physicians' recommendations for mammography: do tailored messages make a difference? Am J Public Health. 1994;84:43–9. doi: 10.2105/ajph.84.1.43. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Not checked yetcites [15] Campbell M, DeVellis B, Strecher VJ, et al. Improving dietary behavior: the effectiveness of tailored messages in primary care settings. Am J Public Health. 1994;84:783–7. doi: 10.2105/ajph.84.5.783. [DOI] [PMC free article] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Seen in this light, the three traditional types are not discrete categories, but overlapping segments of the continua.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes? Checkable: unclear✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Effortful processing is more likely to include counterarguing, evaluations of credibility, and other processes that may lessen message effects.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“In a study of weight loss materials, those receiving tailored messages generated significantly more ‘personal connections’ to the materials—defined as any thought or idea linking the weight loss information to the recipient's personal situation or experience—than did those receiving non-tailored materials [19].”
What the sources say
- Not checked yetcites [19] Kreuter MW, Bull F, Clark EM, et al. Understanding how people process health information: a comparison of tailored and untailored weight loss materials. Health Psychol. 1999;18:487–94. doi: 10.1037//0278-6133.18.5.487. [DOI] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesNone of the sources cited for this claim have been checked yet.
In the paper
“Central processing typically also leads to deeper and more persistent persuasion than does peripheral processing [16, 17].”
What the sources say
- Not checked yetcites [16] Pettey R, Priester J, Brinol P. Mass media attitude change: implications of the elaboration likelihood model of persuasion. In: Bryant J, Zillmann D, editors. Media effects. Mahwah, NJ: Lawrence Erlbaum Associates; 2002. pp. 155–98. [Google Scholar]
- Not checked yetcites [17] Chaiken S, Trope Y. Dual-Process Theories in Social Psychology. New York: Guilford Press; 1999. [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIn the paper
“a meta-analysis of tailoring studies makes it clear that employing theoretical constructs enhances effects [9].”
What the sources say
- Not checked yetcites [9] Noar SM, Benac CN, Harris MS. Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions. Psychol Bull. 2007;133:673–93. doi: 10.1037/0033-2909.133.4.673. [DOI] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesNone of the sources cited for this claim have been checked yet.
In the paper
“A related idea is that tailoring, perhaps again by enhancing perceived relevance and thus personal involvement [4], elicits what the elaboration likelihood model (ELM) refers to as ‘central route’ processing or elaboration [16, 17]: careful consideration of persuasive arguments and more systematic utilization of the receiver's own schemas and memories [18].”
What the sources say
- Not checked yetcites [4] Skinner CM, Campbell MK, Rimer BJ, et al. How effective is tailored print communication? Ann Behav Med. 1999;21:290–8. doi: 10.1007/BF02895960. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [16] Pettey R, Priester J, Brinol P. Mass media attitude change: implications of the elaboration likelihood model of persuasion. In: Bryant J, Zillmann D, editors. Media effects. Mahwah, NJ: Lawrence Erlbaum Associates; 2002. pp. 155–98. [Google Scholar]
- Not checked yetcites [17] Chaiken S, Trope Y. Dual-Process Theories in Social Psychology. New York: Guilford Press; 1999. [Google Scholar]
- Not checked yetcites [18] Kreuter MW, Holt C. How do people process health information? Applications in an age of individualized communication. Curr Dir Psychol Sci. 2001;10:206–9. [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passes
- Probably not a substantial claim. 31
- It may state two separate claims as one. 23
In the paper
“Some tailoring studies have used such designs [19].”
What the sources say
- Not checked yetcites [19] Kreuter MW, Bull F, Clark EM, et al. Understanding how people process health information: a comparison of tailored and untailored weight loss materials. Health Psychol. 1999;18:487–94. doi: 10.1037//0278-6133.18.5.487. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“We know of no research testing these proposed effects and mechanisms of effect of tailored feedback, nor of research comparing effects of different types or combinations of feedback in tailored health communication programs.”
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“As noted at the outset of this section, the three tailoring strategies are frequently used in combination with each other and can even occur within a single message.”
Strength:plain· not yet calibratedCausal:correlational· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Some such research already exists, labeled as comparing undifferentiated versus ‘targeted’ or ‘targeted’ versus ‘tailored’ messages.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Although differences between the three feedback tactics are subtle in practice, it seems possible that some might be more effective for certain individuals under certain circumstances.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
In the paper
“Another comparative feedback tactic gathers data from the same individuals over time and messages report on progress over time (i.e. self-comparison) [40].”
What the sources say
- Not checked yetcites [40] Velicer W, Prochaska J, Fava JL, et al. Interactive versus noninteractive interventions and dose-response relationships for stage-matched smoking cessation programs in a managed care setting. Health Psychol. 1999;18:21–8. doi: 10.1037//0278-6133.18.1.21. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
In the paper
“Research on this dimension of dose has been limited and inconclusive [40].”
What the sources say
- Not checked yetcites [40] Velicer W, Prochaska J, Fava JL, et al. Interactive versus noninteractive interventions and dose-response relationships for stage-matched smoking cessation programs in a managed care setting. Health Psychol. 1999;18:21–8. doi: 10.1037//0278-6133.18.1.21. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Tailored evaluative feedback varies in the depth of inference made.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Tailoring involves either or both of two classes of goals (enhancing cognitive preconditions for message processing and enhancing message impact through modifying behavioral determinants of goal outcomes) and employs strategies of personalization, feedback and content matching.”
- Also stated in: § Introduction · plain
“Claims about why and how tailoring enhances health communication fall into two distinct classes of mechanisms: (i) that tailoring enhances cognitive preconditions for message processing or acceptance and (ii) that it enhances message impact by selectively modifying initial behavioral determinants of desired outcomes.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
- Also stated in: § Introduction · plain
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These goals and strategies intersect in a 2 × 3 matrix in which some strategies and their component tactics match better to some goals than to others.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Using information about particular individuals (tailoring in categorical terms) may customize to a yet more specific segment but is not a qualitatively different strategy.”
Load-bearingStrength:hedged· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“There is a growing consensus that these three constructs serve as the principal determinants of intention to perform a given behavior and that each is itself based on a set of underlying beliefs [9, 25, 26].”
What the sources say
- Not checked yetcites [9] Noar SM, Benac CN, Harris MS. Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions. Psychol Bull. 2007;133:673–93. doi: 10.1037/0033-2909.133.4.673. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [25] Fishbein M, Triandis HC, Kanfer FH, et al. Factors influencing behavior and behavior change. In: Baum A, Revenson TR, Singer JE, editors. Handbook of Health Psychology. Mahwah, NJ: Lawrence Erlbaum Associates; 2001. pp. 3–17. [Google Scholar]
- Not checked yetcites [26] Speaking of Health: Assessing Health Communication Strategies for Diverse Populations. Washington, DC: National Academy Press; 2002. IOM Committee on Communication for Behavior Change in the 21st Century Improving the Health of Diverse Populations. [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Results so far have been generally positive but not consistently so, and this paper seeks to explicate tailoring to help focus future research.”
- Also stated in: § Introduction · plain
“typically showing tailoring to be more effective than undifferentiated messages, though some studies have found no differences [4–8].”
What the sources say
- Not checked yetcites [4] Skinner CM, Campbell MK, Rimer BJ, et al. How effective is tailored print communication? Ann Behav Med. 1999;21:290–8. doi: 10.1007/BF02895960. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [5] Strecher V. Computer-tailored smoking cessation materials: a review and discussion. Patient Educ Couns. 1999;36:107–17. doi: 10.1016/s0738-3991(98)00128-1. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [6] Brug J. Dutch research into development and impact of computer-tailored nutrition education. Eur J Clin Nutr. 1999;53:S78–82. doi: 10.1038/sj.ejcn.1600808. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [7] Lancaster T, Stead L, Silagy C. Effectiveness of interventions to help people stop smoking: findings from the Cochrane Library. Br Med J. 2000;321:355–8. doi: 10.1136/bmj.321.7257.355. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Not checked yetcites [8] Ryan P, Lauver D. The efficacy of tailored interventions. J Nurs Scholarsh. 2002;34:331–7. doi: 10.1111/j.1547-5069.2002.00331.x. [DOI] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Also stated in: § Introduction · plain
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“and employs strategies of personalization, feedback and content matching.”
- Also stated in: § Introduction · plain
“We propose that ‘personalization’, ‘feedback’ and ‘content matching’ are three distinct strategies through which the above tailoring goals can be achieved.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Also stated in: § Introduction · plain
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“But as one reads and thinks more about such tailoring, it becomes apparent that tailoring has encompassed a diverse set of both message construction methods and the psychological and social processes (generally assumed) by which enhanced communication effects are brought about.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
In the paper
“Since positive emotions tend to reduce effortful processing and negative emotions enhance it, emotion arousal could elicit varying cognitive processing [22].”
What the sources say
- Not checked yetcites [22] Forgas JP. Affect in social judgments and decisions: a multiprocess model. Adv Exp Psychol. 1992;25:227–75. [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“it obscures the more useful idea that individualizing health communication involves two linked processes, segmentation and customization, each of which varies continuously (Fig. 1).”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“A recent meta-analysis of tailoring studies utilizing print messages also concluded that tailored interventions are more effective than non-tailored ones and further explored a useful range of moderators of these effects [9].”
What the sources say
- Not checked yetcites [9] Noar SM, Benac CN, Harris MS. Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions. Psychol Bull. 2007;133:673–93. doi: 10.1037/0033-2909.133.4.673. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“(ii) the evaluation contains content information in that it gives a meaning to the factual psychological or behavioral state, thereby changing relevant beliefs,”
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✗ Asserted: fails✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Feedback and content matching strategies are intended primarily to stimulate particular intermediate impacts, but they may also affect processing.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
- Rests on an assumption: The more one knows about what influences performance of a given behavior, the more likely one can design an intervention to change or reinforce that behavior.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“and (iii) and the whole feedback text may increase the sense of ‘being acknowledged’.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✗ Asserted: fails✗ Checkable: fails✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“One reason may be that the receiver could perceive the tailoring agent to be highly insightful and skilled (i.e. credible) and perceives more presence [37] from the communication, just as deeper level reflections build rapport and encourage change in psychological counseling [41, 42].”
What the sources say
- Not checked yetcites [37] Lee KM. Presence, explicated. Commun Theory. 2004;14:27–50. [Google Scholar]
- Not checked yetcites [41] Carkhauff RR, Cannon J, Pierce R, et al. The Skills of Helping: An Introduction to Counseling Skills. Amherst, MA: Human Resource Development Press; 1979. [Google Scholar]
- Not checked yetcites [42] Miller WR, Rollnick S. Motivational Interviewing: Preparing People for Change. 2nd. New York: Guilford Press; 2002. [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In effect, such designs test whether some example of segmentation/customization (tailoring) is more effective than little or no segmentation and customization.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such inferences, if correct, can yield new insights into a person's behavioral or psychological states, and we hypothesize that messages based on these inferences may be especially potent in changing beliefs.”
Tests✗ Asserted: fails✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. The paper may give no reason why it holds.
None of the sources cited for this claim have been checked yet.
In the paper
“It may also produce non-specific effects such as ‘feeling acknowledged’, ‘feeling understood’ or creating a sense of presence [37, 38], which could build rapport and favorably influence interpretation of the tailoring agent's motives or lower resistance to persuasion.”
What the sources say
- Not checked yetcites [37] Lee KM. Presence, explicated. Commun Theory. 2004;14:27–50. [Google Scholar]
- Not checked yetcites [38] Walther JB, Pingree S, Hawkins RP, et al. Attributes of online interactive health information systems. J Med Internet Res. 2005;7:e33. doi: 10.2196/jmir.7.3.e33. [DOI] [PMC free article] [PubMed] [Google Scholar]
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Comparative feedback may be especially effective among individuals for whom normative beliefs are important determinants of a given behavior.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“Tailoring on contextual variables alone may not be sufficient to bring about changes in behavior but might enhance the effects of other tailoring strategies on impact variables.”
What the sources say
- Not checked yetcites [36] Kreuter MW, Skinner C, Holt CL, et al. Cultural tailoring for mammography and fruit and vegetable intake among low-income African American women in urban public health centers. Prev Med. 2005;41:53–62. doi: 10.1016/j.ypmed.2004.10.013. [DOI] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Identification has increased effects in some studies [29] but had no effects in others [33].”
What the sources say
- Not checked yetcites [29] Dijkstra A. Working mechanisms of computer-tailored health education: evidence from smoking cessation. Health Educ Res. 2005;20:527–39. doi: 10.1093/her/cyh014. [DOI] [PubMed] [Google Scholar]
- Not checked yetcites [33] Bull F, Kreuter MW, Scharff DP, et al. Effects of tailored, personalized, and general materials on physical activity. Patient Educ Coun. 1999;36:181–92. doi: 10.1016/s0738-3991(98)00134-7. [DOI] [PubMed] [Google Scholar]
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For example, personalization might lead to more positive thoughts but only when arguments are strong.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✗ Asserted: fails✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
In the paper
“Women who received magazines tailored on both constructs were most likely to report getting mammograms and to have increased fruit and vegetable consumption [36].”
What the sources say
- Not checked yetcites [36] Kreuter MW, Skinner C, Holt CL, et al. Cultural tailoring for mammography and fruit and vegetable intake among low-income African American women in urban public health centers. Prev Med. 2005;41:53–62. doi: 10.1016/j.ypmed.2004.10.013. [DOI] [PubMed] [Google Scholar]
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Such overreaching may then undermine tailoring not only by yielding less relevant messages based on erroneous conclusions about the individual but also by compromising the credibility of the tailoring program.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“‘Feedback with evaluation’ would seem to have at least three potential effects: (i) the factual feedback links the information to the individual, thereby increasing involvement;”
Strength:hedged· not yet calibratedCausal:direct· not yet calibratedTests✗ Asserted: fails✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.
In the paper
“For example, personalization and feedback might be hypothesized to lead to greater personal relevance, attention to messages, and greater elaboration [44].”
What the sources say
- Not checked yetcites [44] Kreuter MW, Skinner C, Steger-May K, et al. Responses to behaviorally vs. culturally tailored cancer communication for African American women. Am J Health Behav. 2004;28:195–207. doi: 10.5993/ajhb.28.3.1. [DOI] [PubMed] [Google Scholar]
Tests✗ Asserted: fails✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. The authors may not put it forward as true. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Descriptive feedback ranges from simply restating or acknowledging information (e.g. ‘You said you smoke a pack of cigarettes per day.’) to providing information based on more complex processing of their responses (e.g. ‘Based on your answers, we determined that you eat 24 grams of fat per day.’).”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Although differences between the three feedback tactics are subtle in practice, it seems possible that some might be more effective for certain individuals under certain circumstances.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. It may be too vague to check against evidence. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In the case of weak arguments, personalization might lead to more counterargumentation and less desired effects.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
In the paper
“Personalization strategies are generally used to enhance message processing, though there is some evidence that they may also affect behavior directly [29].”
What the sources say
- Not checked yetcites [29] Dijkstra A. Working mechanisms of computer-tailored health education: evidence from smoking cessation. Health Educ Res. 2005;20:527–39. doi: 10.1093/her/cyh014. [DOI] [PubMed] [Google Scholar]
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: A message not attended to can have little or no effect.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As a final step in this explication, we suggested that strategies and goals are often linked, with personalization more often affecting processing goals and feedback and content matching more related to outcomes.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Furthermore, claims and evidence of tailoring's effectiveness are based on a variety of goals, both to alter message processing and to directly impact useful intermediate outcomes.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Because segmentation and customization rely on information about individuals and are arguably most effective when this information is detailed and relevant to targeted behaviors, individual-based assessments are often integral to tailored interventions.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Beyond this, we have argued that all tailoring employs one or more of three basic strategies, which subsume further distinctions of tactics.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“The first argument that tailoring is not unitary results from the dual continua of audience segmentation and message customization: both are matters of degree, not categorical, and tailoring in practice thus varies continuously and relies on the linkage of the two.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Because segmentation and customization rely on information about individuals and are arguably most effective when this information is detailed and relevant to targeted behaviors, individual-based assessments are often integral to tailored interventions.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
The paper relies on this without support.
A message not attended to can have little or no effect.
“Obviously, a message not attended to can have little or no effect, so it should be no surprise that a common aim of tailoring is simply to increase attention (either the likelihood of processing the message at all or how far through the communication the receiver persists [13]), thus presumably increasing comprehension, itself necessary to effects.”
The paper relies on this without support.
Greater degrees of segmentation and customization increase cost and effort.
“Also, greater degrees of segmentation and customization increase cost and effort.”
The paper relies on this without support.
The more one knows about what influences performance of a given behavior, the more likely one can design an intervention to change or reinforce that behavior.
“Clearly, the more one knows about what influences performance of a given behavior, the more likely one can design an intervention to change or reinforce that behavior.”
The paper relies on this without support.
In practice, personalization, feedback and content matching are almost always combined.
“Although we describe the three strategies separately for conceptual clarity and those planning tailored communications should consider their separate advantages and disadvantages, in practice they are almost always combined.”
The paper relies on this without support.
We are currently quite far from the fully individualized tailoring ideal and approaching it will be difficult.
“We recognize that we are currently quite far from that ideal and also that approaching it will be difficult (note that Fig. 1 places tailoring as now practiced more or less at the center of both continua).”
The paper relies on this without support.
If someone has a strong intention to perform a given behavior and has the necessary skills and abilities, and if there are no environmental constraints to prevent behavioral performance, then the probability of the behavior is high.
“Ideally, if someone has a strong intention to perform a given behavior and has the necessary skills and abilities, and if there are no environmental constraints to prevent behavioral performance, then the probability of the behavior is high.”
The authors state this as an assumption.
Tailored feedback is generally assumed to provide social comparison information that may focus effortful processing on self-evaluation and normative comparison to stimulate changes in perceived norms, attitudes or beliefs.
“By comparing a person's attitudes, beliefs or behaviors to those of others, tailored feedback is generally assumed to provide social comparison information that may focus effortful processing on self-evaluation and normative comparison to stimulate changes in perceived norms, attitudes or beliefs.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Studies of personalization in health care and medicine have been increasing in number since the early 2000s [22], with growing evidence showing their effectiveness [23-26].”
From The Personalization of Conversational Agents in Health Care: Systematic Review (2019) · cites this paper as [24]
Experimental — accuracy not yet measuredIn the citing paper
“Experts in health behavior change have shown that conveying health information without considering individual differences may inhibit behavior change [20-26].”
From Tailored web-based interventions for pain: Systematic review and meta-analysis (2017) · cites this paper as [21]
In the citing paper
“which is thought to be the essence of tailored approaches [21]”
From Tailored web-based interventions for pain: Systematic review and meta-analysis (2017) · cites this paper as [21]
Citations
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Menichetti, J., Lie, H. C., Mellblom, A. V., Brembo, E. A., Eide, H., Gulbrandsen, P., Heyn, L. G., Saltveit, K. H., Strømme, H., Sundling, V., et al. (2021) · Patient Education and Counseling · doi:10.1016/j.pec.2021.01.019 · Cited by 36
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Niederdeppe, J., Boyd, A. D., King, A. J., & Rimal, R. N. (2024) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-071723-120721 · Cited by 43
“Tailoring employs strategies of personalization, feedback, and content matching (e.g., providing content based on recipient needs, deficits, or preferences), with the goal of enhancing message processing and impact (47).”
Voncken-Brewster, V., Tange, H. J., Moser, A., Nagykaldi, Z. J., de Vries, H., & van der Weijden, T. (2014) · BMC Family Practice · doi:10.1186/1471-2296-15-4 · Cited by 42
“Feedback messages are personalized and matched to patients ’ needs by tailoring them to their responses [8,16].”
BackgroundFour Ironies of Self-quantification: Wearable Technologies and the Quantified Self
Baker, D. A. (2020) · Science and Engineering Ethics · doi:10.1007/s11948-020-00181-w · Cited by 37
“This is found to be more effective than group-targeted messaging or mass messaging (Hawkins et al. 2008; Noar et al. 2007).”
BackgroundResultDoes passage meditation foster compassionate love among health professionals?: a randomised trial
Oman, D., Thoresen, C. E., & Hedberg, J. (2010) · Mental Health, Religion & Culture · doi:10.1080/13674670903261954 · Cited by 35
“Such culturally resonant methods of meditation may play a distinctive and important role in long-term efforts to disseminate benefits from meditative practices (Hawkins, Kreuter, Resnicow, Fishbein, & Dijkstra, 2008 ).”
BackgroundBientzle, M., Griewatz, J., Kimmerle, J., Küppers, J., Creß, U., & Lammerding‐Koeppel, M. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4597 · Cited by 37
“Research about tailored health communication shows that the fit between health messages and the individual characteristics of patients or advice seekers influences how they handle those messages [34-39].”
Dempsey, A. F., Kwan, B. M., Wagner, N. M., Pyrzanowski, J. L., Brewer, S. E., Sevick, C. J., Narwaney, K. J., Resnicow, K., & Glanz, J. M. (2019) · Journal of Medical Internet Research · doi:10.2196/15800 · Cited by 34
“Regardless of whether their knowledge of a given situation is altered by message tailoring, the technique is thought to work by lowering psychological resistance to information or suggested action that may counter what an individual initially thinks or believes [15].”
Self-citationHors-Fraile, S., Malwade, S., Luna-Perejón, F., Amaya, C., Civit, A., Schneider, F., Bamidis, P. D., Syed-Abdul, S., Li, Y., & de Vries, H. (2019) · IEEE Access · doi:10.1109/access.2019.2957696 · Cited by 32
“characteristics has been demonstrated to result in smokers’ increased attention, increased information processing abilities, increased motivation to quit, and successful quitting that can be maintained after 24 months [41], [42].”
BackgroundPromoting Health by Addressing Basic Needs
Thompson, T., Kreuter, M. W., & Boyum, S. (2015) · Health Education & Behavior · doi:10.1177/1090198115599396 · Cited by 33
Self-citationThe Effectiveness of Personalized E-mail Newsletters and the Role of Personal Characteristics
Masłowska, E., van den Putte, B., & Smit, E. G. (2011) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2011.0050 · Cited by 33
“20 These cues do not change the content, but signal that the message is addressed to the individual.”
Trading between healthy food, alcohol and physical activity behaviours
Giles, E. L., & Brennan, M. (2014) · BMC Public Health · doi:10.1186/1471-2458-14-1231 · Cited by 37
Schmid, J., Gut, V., Conzelmann, A., & Sudeck, G. (2018) · PLoS ONE · doi:10.1371/journal.pone.0193214 · Cited by 33
“Furthermore, it is assumed that such target group-specific interventions are more likely to lead to changes in behaviour [2,3].”
BackgroundLinn, A. J., van Dijk, L., van Weert, J. C. M., Gebeyehu, B. G., van Bodegraven, A. A., & Smit, E. G. (2018) · Patient Education and Counseling · doi:10.1016/j.pec.2018.03.017 · Cited by 31
“By identifying these specific adherence barriers, cognitive acceptance, perceived relevance, and message impact can be enhanced [10].”
BackgroundChung, L., Law, Q. P. S., Fong, S., Chung, J., & Yuen, P. P. (2015) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x15572200 · Cited by 31
“In addition, technologyintegrated dietetics services, when designed to provide personalized feedback, promote self-reflection by patients regarding their eating behaviors.(10) This empowers patients to make better food choices and reduce portion sizes according to recommended dietary values and, specifically, their in…”
BackgroundProstate Cancer Screening Perception, Beliefs, and Practices Among Men in Bamenda, Cameroon
Kaninjing, E. T., López, I. A., Nguyen, J. L., Odedina, F. T., & Young, M. E. (2018) · American Journal of Men s Health · doi:10.1177/1557988318768596 · Cited by 31
Zhou, X., Tang, J., Zhao, Y. C., & Wang, T. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106266 · Cited by 31
Monteiro-Guerra, F., Signorelli, G. R., Tadas, S., Zubiete, E. D., Rivera-Romero, O., Fernández-Luque, L., & Caulfield, B. (2020) · JMIR mhealth and uhealth · doi:10.2196/17552 · Cited by 31
“Personalization theory was also explored in the tool design, which may help increase the intended effects of the app communication and, in that way, increase the effectiveness of the behavior change intervention [27].”
Clair, A. S., Finn, H., & Haegeli, P. (2021) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2021.102626 · Cited by 36
Stanczyk, N. E., Crutzen, R., Bolman, C. A. W., Muris, J. W. M., & de Vries, H. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2153 · Cited by 31
“Recent research examining computer tailoring identified different underlying message processing-mechanisms that play an important role in enhancing health communication [21].”
BackgroundMethodologic and Design Issues in Patient-Centered e-Health Research
Resnicow, K., Strecher, V., Couper, M., Chua, H., Little, R., Nair, V., Polk, T. A., & Atienza, A. A. (2010) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2009.09.034 · Cited by 30
Self-citationGodinho, C. A., Alvarez, M.-J., & Lima, M. (2013) · Health Education Research · doi:10.1093/her/cyt076 · Cited by 31
“such strategies is message targeting [15], which con-”
BackgroundOntological modelling and rule‐based reasoning for the provision of personalized patient education
Quinn, S., Bond, R., & Nugent, C. (2015) · Expert Systems · doi:10.1111/exsy.12134 · Cited by 30
Carpenter, C. (2012) · Sage eBooks · doi:10.4135/9781452218410.n7 · Cited by 30
“Several scholars (Clary & Snyder, 1992; Clary, Snyder, Ridge, Copeland, Stukas, Haugen, & Miene, 1998; Clary, Snyder, Ridge, Miene, & Haugen, 1994) have tested the functional matching hypothesis using Herek’s (1987) method of measuring attitude functions by self-report.”
Getachew, B., Payne, J. B., Vu, M., Pillai, D., Shah, J., Levine, H., & Berg, C. J. (2018) · American Journal of Health Behavior · doi:10.5993/ajhb.42.4.11 · Cited by 30
Health Education and Health Promotion: Key Concepts and Exemplary Evidence to Support Them
de Vries, H., Kremers, S., & Lippke, S. (2018) · Springer eBooks · doi:10.1007/978-0-387-93826-4_17 · Cited by 39
A Research Roadmap: Connected Health as an Enabler of Cancer Patient Support
Signorelli, G. R., Lehocki, F., Fernández, M. M., O'Neill, G., O’Connor, D., Brennan, L. K., Monteiro-Guerra, F., Rivero-Rodriguez, A., Hors-Fraile, S., Munoz-Penas, J., et al. (2019) · Journal of Medical Internet Research · doi:10.2196/14360 · Cited by 31
“Therefore, personalization or tailoring can help increase the intended effects of communication, which can contribute to overcoming user abandonment and improving the effectiveness of these systems [76].”
BackgroundHealth-Related Applications of Socially Interactive Agents
Bickmore, T. (2022) · ACM eBooks · doi:10.1145/3563659.3563672 · Cited by 30
“Tailoring is hypothesized to work through several mechanisms, including increased attention to tailored health messages, more effort spent processing tailored messages, and increased self-referential thinking [Hawkins et al. 2008].”
BackgroundBasic needs, stress and the effects of tailored health communication in vulnerable populations
Cappelletti, E. R., Kreuter, M. W., Boyum, S., & Thompson, T. (2015) · Health Education Research · doi:10.1093/her/cyv033 · Cited by 30
Self-citationThe persuasive effects of personalization through: name mentioning in a smoking cessation message
Dijkstra, A. (2014) · User Modeling and User-Adapted Interaction · doi:10.1007/s11257-014-9147-x · Cited by 32
“…refers to the use of communication strategies in persuasion that: (1) are based on or take into account information about the individual recipient; (2) aim to increase the acceptance and processing of the message (Dijkstra 2008a; Hawkins et al. 2008; Postma and Brokke 2002; Yu and Cude 2009).”
BackgroundSelf-citationBinlibdah, S. (2024) · Journalism and Media · doi:10.3390/journalmedia5030073 · Cited by 48
“This approach keeps the persuasive message generic for all recipients and adds personal cues to grab attention (Hawkins et al. 2008).”
Ko, L. K., Campbell, M. K., Lewis, M. A., Earp, J. A., & DeVellis, B. M. (2010) · Journal of Health Communication · doi:10.1080/10810730.2010.532294 · Cited by 29
“This process may have lessened the effects of the nontailored communication (Hawkins et al., 2008; Petty & Cacioppo, 1994).”
BackgroundThrasher, J. F., Islam, F., Davis, R. E., Popova, L., Lambert, V., Cho, Y. J., Salloum, R. G., Louviere, J. J., & Hammond, D. G. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15020282 · Cited by 28
“, race, sex) with message recipient characteristics [26].”
BackgroundAidoo-Frimpong, G. A., Agbemenu, K., & Orom, H. (2021) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-020-01138-8 · Cited by 29
Hoveling, L. A., Liefbroer, A. C., Schweren, L., Bültmann, U., & Smidt, N. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.06.018 · Cited by 29
Problem Posing and Cultural Tailoring
Rikard, R. V., Thompson, M. S., Head, R., McNeil, C., & White, C. (2011) · Health Promotion Practice · doi:10.1177/1524839911416649 · Cited by 28
Bouhlal, S., McBride, C. M., Trivedi, N. S., Agurs‐Collins, T., & Persky, S. (2016) · Appetite · doi:10.1016/j.appet.2016.12.006 · Cited by 31
Influence of personalised advertising copy on consumer engagement: a field experiment approach
Guo, B., & Jiang, Z. (2023) · Electronic Commerce Research · doi:10.1007/s10660-023-09721-5 · Cited by 39
“Some previous researchers have tested the mediating effect of personalised advertising, such as self-referent thinking [32, 64] and perceived uniqueness [19, 26, 27].”
Godinho, C. A., Alvarez, M.-J., Lima, M., & Schwarzer, R. (2015) · Psychology and Health · doi:10.1080/08870446.2015.1054827 · Cited by 26
“Moreover, identification of the intervention mechanisms is relevant for unveiling the processes involved in content matching (Hawkins et al., 2008).”
BackgroundThe promise of tailoring incentives for healthy behaviors
Kullgren, J. T., Williams, G. C., Resnicow, K., An, L. C., Rothberg, A. E., Volpp, K. G. M., & Heisler, M. (2016) · International Journal of Workplace Health Management · doi:10.1108/ijwhm-12-2014-0060 · Cited by 30
“Tailoring is a health communication strategy in which information about an individual is used to determine the communications he or she will receive as part of a behavior change intervention (Hawkins et al., 2008; Kreuter and Wray, 2003).”
Self-citationBallouz, D., Cho, J., Woodward, M. A., Elam, A. R., Musch, D. C., Zhang, J. Y., Moroi, S. E., Johnson, L., Cederna, J., & Newman-Casey, P. A. (2020) · Journal of Glaucoma · doi:10.1097/ijg.0000000000001756 · Cited by 27
Albada, A., van Dulmen, S., Otten, R., Bensing, J. M., & Ausems, M. G. E. M. (2009) · Journal of Genetic Counseling · doi:10.1007/s10897-009-9221-4 · Cited by 27
“Pre-counseling information could thus be tailored by adapting the information to counselees ’ individual characteristics (Dijkstra 2008; Hawkins et al. 2008).”
MethodUsing Technology in Social Work Practice: The mDad (Mobile Device Assisted Dad) Case Study
Lee, S. J., & Walsh, T. B. (2015) · Advances in Social Work · doi:10.18060/18134 · Cited by 26
“E-health research focusing on improving physical health outcomes has shown that tailoring messages can enhance intervention effectiveness (Hawkins et al., 2008; Kreuter, Lukwago, Bucholtz, Clark, & Sanders-Thompson, 2003; Kreuter & Strecher, 1996; Kreuter et al., 1999).”
BackgroundPiette, J. D., Krein, S. L., Striplin, D., Marinec, N. S., Kerns, R. D., Farris, K. B., Singh, S. P., An, L. C., & Heapy, A. A. (2016) · JMIR Research Protocols · doi:10.2196/resprot.4995 · Cited by 32
“Another foundational area of research for this study is the theory of tailored health communication, which suggests that patients are more likely to internalize health messages when those messages are relevant to them personally [30].”
BackgroundSassen, B., Kok, G., Mesters, I., Crutzen, R., Cremers, A., & Vanhees, L. (2012) · JMIR Research Protocols · doi:10.2196/resprot.1804 · Cited by 26
“The intervention provided personalized text messages (with individuals’ names in headings) that were shown to be highly effective in encouraging interaction and support of behavioral change in interventions [6,40].”
Grant, C., Kaler, J., Ferguson, E., O’Kane, H., & Green, L. E. (2017) · Preventive Veterinary Medicine · doi:10.1016/j.prevetmed.2017.11.013 · Cited by 28
Altendorf, M. B., van Weert, J. C. M., Hoving, C., & Smit, E. S. (2019) · Digital Health · doi:10.1177/2055207619832767 · Cited by 31
“enhancing perceived personal relevance, creating positive attitudes towards the message, increasing intention to change behaviour, and behaviour.(4,57,58) Although we did not specifically test whether framing could act as a prerequisite for content tailoring, this seems to be an important question for future research,…”
Kodish, S. R., Grey, K., Matean, M., Palaniappan, U., Gwavuya, S., Gomez, C., Iuta, T., Timeon, E., Northrup‐Lyons, M., McLean, J., et al. (2019) · Nutrients · doi:10.3390/nu11061330 · Cited by 26
Customization versus Personalisation of Digital Health Information
Nguyen, M. H., Bol, N., & King, A. J. (2020) · European Journal of Health Communication · doi:10.47368/ejhc.2020.003 · Cited by 26
“…relevance of this information and, by doing so, motivate and enable people to process information better, and consequently elicit the desired changes in the outcome of interest in response to the information (e.g., knowledge, attitudes, behaviour; Hawkins et al., 2008; Kreuter & Wray, 2003).”
BackgroundKawichai, S., Songtaweesin, W. N., Wongharn, P., Phanuphak, N., Cressey, T. R., Moonwong, J., Vasinonta, A., Saisaengjan, C., Chinbunchorn, T., & Puthanakit, T. (2022) · JMIR mhealth and uhealth · doi:10.2196/25561 · Cited by 26
“and designed using the IMB skills model guided by input from two adolescent focus group discussions (FGDs), one with 3 MSM and one with 3 TGW, all aged between 15 and 19 years [37,38].”
MethodAlbada, A., Ausems, M. G. E. M., Otten, R., Bensing, J. M., & van Dulmen, S. (2011) · Journal of Cancer Education · doi:10.1007/s13187-011-0227-x · Cited by 25
“The information on E-info gene was computer-tailored by adaptation to the individual counselee based on counselee characteristics [46, 47]: age, disease status, and whether the counselee had children [12].”
MethodThe Use of Mentoring Programs to Improve Energy Balance Behaviors in High‐risk Children
Haire-Joshu, D. L., Nanney, M. S., Elliott, M., Davey, C. S., Caito, N. M., Loman, D. G., Brownson, R. C., & Kreuter, M. W. (2010) · Obesity · doi:10.1038/oby.2009.435 · Cited by 26
“Together, these results lay the foundation for further work evaluating the importance and impact of tailored approaches directed toward both the parent and the child individually (19,34,62).”
BackgroundSelf-citationLappalainen, P., Pakkala, I., Lappalainen, R., & Nikander, R. (2022) · Clinical Gerontologist · doi:10.1080/07317115.2021.1912239 · Cited by 25
Piette, J. D., Farris, K. B., Newman, S., An, L. C., Sussman, J. B., & Singh, S. P. (2014) · Annals of Behavioral Medicine · doi:10.1007/s12160-014-9634-7 · Cited by 25
“One well-established, evidence-based technique to ensure that patients using mHealth support services receive the information they need is to tailor messages according to the characteristics of the user [20].”
BackgroundEzendam, N. P. M., Noordegraaf, V. S. A., Kroeze, W., Brug, J., & Oenema, A. (2013) · Health Promotion International · doi:10.1093/heapro/das021 · Cited by 25
Beneficial Features of a mHealth Asthma App for Children and Caregivers: Qualitative Study
Iio, M., Miyaji, Y., Yamamoto‐Hanada, K., Narita, M., Nagata, M., & Ohya, Y. (2020) · JMIR mhealth and uhealth · doi:10.2196/18506 · Cited by 24
“” Tailoring approaches to education have been referred to as “individual tailoring [13]” or “computer tailoring [13]” To date, tailoring has been mainly been provided through web-based programs.”
BackgroundMartin‐Fernandez, J., Aromatario, O., Prigent, O., Porcherie, M., Ridde, V., & Cambon, L. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-045936 · Cited by 25
Prevalence and Characteristics of Bed-Sharing Among Black and White Infants in Georgia
Ward, T. C. S., Robb, S. W., & Kanu, F. A. (2015) · Maternal and Child Health Journal · doi:10.1007/s10995-015-1834-7 · Cited by 25
“Tailoring refers to determining what information a group will receive, how the information is framed, and how it is to be delivered [69].”
BackgroundZanchetta, M. S., Salami, B. O., Perreault, M., & Leite, L. C. (2012) · Health Education Research · doi:10.1093/her/cys072 · Cited by 25
“CHAs also contextualized health messages, supported knowledge transfer and encouraged clients to spontaneously compare their own attitudes, behaviors and conditions with others [56].”
BackgroundBaumann, E., Koller, M. T., Wiltfang, J., Wenz, H., Möller, B., & Hertrampf, K. (2016) · Health Education Research · doi:10.1093/her/cyv099 · Cited by 25
“To address these persons who should benefit from the messages best, a ‘targeted communication’ approach [20] using audience segmentation is recommended for public health campaigns [19].”
BackgroundLangford, A. T., Larkin, K., Resnicow, K., Zikmund‐Fisher, B. J., & Fagerlin, A. (2017) · Journal of Health Communication · doi:10.1080/10810730.2017.1339146 · Cited by 27
Self-citationJin, S. A., & Lee, K. M. (2010) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2009.0292 · Cited by 25
“65 Equipped with these key features required for tailored health intervention, 3D VEs offer great potential for customized e-health marketing.”
Comprehensive overview of computer-based health information tailoring: a systematic scoping review
Ghalibaf, A. K., Nazari, E., Gholian‐Aval, M., & Tara, M. (2019) · BMJ Open · doi:10.1136/bmjopen-2017-021022 · Cited by 25
“According to Hawkins et al, the question of whether tailoring works or not has been sufficiently answered and it is time to address the variety of goals and strategies inside tailoring black box which requires a different sort of research altogether.(9) Rychetnik et al(31) suggested that when there is significant hete…”
BackgroundMethodWilliams, D. M., Papandonatos, G. D., Jennings, E., Napolitano, M. A., Lewis, B. A., Whiteley, J. A., Bock, B. C., Albrecht, A. E., DUNSIGER, S. I., Parisi, A. F., et al. (2011) · Health Psychology · doi:10.1037/a0023084 · Cited by 23
“, the added value of tailoring on additional social cognitive constructs) rather than just whether our particular intervention helps to increase MVPA (Hawkins et al., 2008; Williams, 2010).”
BackgroundInformation prescriptions, 1930–2013: an international history and comprehensive review
McKnight, M. (2014) · Journal of the Medical Library Association JMLA · doi:10.3163/1536-5050.102.4.008 · Cited by 25
Overcoming Challenges to Build Strong Physical Activity Promotion Messages
Berry, T. R., & Latimer‐Cheung, A. E. (2013) · American Journal of Lifestyle Medicine · doi:10.1177/1559827613499289 · Cited by 26
“Messages can be tailored in a number of ways.(37) At the most cursory level, they may be tailored to demographic characteristics (eg, physical activity messages tailored to moms).”
BackgroundPilot study of a smartphone-based intervention to promote cancer prevention behaviours
Ribeiro, N., Moreira, L., Almeida, A. M. P., & Santos‐Silva, F. (2017) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2017.10.013 · Cited by 23
Bol, N., Linn, A. J., Smets, E. M. A., Verdam, M. G. E., & van Weert, J. C. M. (2020) · Journal of Geriatric Oncology · doi:10.1016/j.jgo.2020.01.004 · Cited by 24
“Tailoring refers to creating communications individualized for their receivers, with the expectation that this individualization will lead to larger intended communication effects [7].”
BackgroundDonahue, M. L., Dunne, E. M., Gathright, E. C., DeCosta, J., Balletto, B. L., Jamison, R. N., Carey, M. P., & Scott‐Sheldon, L. A. J. (2020) · Psychological Services · doi:10.1037/ser0000417 · Cited by 26
Personalization Dimensions for MHealth to Improve Behavior Change: A Scoping Review
Gosetto, L., Ehrler, F., & Falquet, G. (2020) · Studies in health technology and informatics · doi:10.3233/shti200698 · Cited by 24
“[12][14][15] Feedbacks (evaluative, descriptive, comparative)* [22] App Features (customizable ****)”
BackgroundCuadera, M. K. Q., Mader, E. M., Safi, A. G., & Harrington, L. C. (2023) · Ticks and Tick-borne Diseases · doi:10.1016/j.ttbdis.2023.102124 · Cited by 24
Ko, L. K., Turner‐McGrievy, G. M., & Campbell, M. K. (2013) · Health Education & Behavior · doi:10.1177/1090198113504413 · Cited by 24
“ELM posits that when information is processed and elaborated more thoughtfully by individuals, it can change attitudes and promote behavior change (Hawkins et al., 2008; Petty, Priester, et al., 1994).”
BackgroundEllish, N. J. (2011) · Archives of Ophthalmology · doi:10.1001/archophthalmol.2011.190 · Cited by 24
“Generic, targeted, and tailored health education material can be considered as being on a continuum with increasing degrees of customization and audience segmentation.(5) Generic messages provide the same information to all people, targeted messages are designed for a subgroup, and tailored messages are based on each…”
BackgroundWang, L., He, L., Tao, Y., Sun, L. N., Zheng, H., Zheng, Y., Shen, Y., Liu, S., Zhao, Y., & Wang, Y. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6743 · Cited by 24
“Tailored contents that match a user’s preference are more useful to motivate behavioral change [28].”
BackgroundGibson, D. G., Tamrat, T., & Mehl, G. L. (2018) · Global Health Science and Practice · doi:10.9745/ghsp-d-18-00165 · Cited by 26
“to as mass communication, is defined here as the transmission of untargeted health promotion content in which relatively undifferentiated audiences receive identical communication material.(7,8) Traditionally, untargeted client communication has been conducted through mass media techniques that can easily reach the ge…”
BackgroundAltendorf, M. B., Hoving, C., van Weert, J. C. M., & Smit, E. S. (2020) · Journal of Medical Internet Research · doi:10.2196/17251 · Cited by 27
“Online CCT smoking cessation interventions aim to provide smokers with individualized cessation information, which is assessment-based (eg, a computerized survey assesses participants’ current behavioral beliefs, characteristics, and other attributes) and automatically created by computer software [3-6].”
Sandrick, J., Tracy, D., Eliasson, A. H., Roth, A., Bartel, J. S., Simko, M., Bowman, T., Harouse-Bell, K., Kashani, M., & Vernalis, M. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.6638 · Cited by 24
“It has been suggested that the tailoring of messages to a specific individual can enhance effect [17,39,40].”
Khan, C. M., Rini, C. K., Bernhardt, B. A., Roberts, J. S., Christensen, K. D., Evans, J. P., Brothers, K. B., Roche, M. I., Berg, J. S., & Henderson, G. E. (2014) · Journal of Genetic Counseling · doi:10.1007/s10897-014-9804-6 · Cited by 23
Wienert, J., Kuhlmann, T., & Lippke, S. (2015) · Health Psychology Report · doi:10.5114/hpr.2015.51450 · Cited by 23
Holmes, H., Palacios, C. S., Wu, Y., & Banna, J. C. (2020) · Nutrients · doi:10.3390/nu12051428 · Cited by 23
“There is evidence that tailoring program messages to individuals can assist in education and encouraging behavior change [36].”
BackgroundSungur, H., Yılmaz, N. G., Chan, B. M. C., van den Muijsenbergh, M. E. T. C., van Weert, J. C. M., & Schouten, B. C. (2020) · Journal of Medical Internet Research · doi:10.2196/21238 · Cited by 22
“As a result of these barriers, there is a possibility that patients possessed insufficient competence to formulate the exact question or response they would like to make, especially when it comes to disagreeing with a statement proposed by the professional, as this requires more effortful processing, compared with sim…”
ResultCrisis of confidence in vaccination and the role of social media
Durach, F., Buturoiu, R., Craiu, D., Cazacu, C., & Bârgăoanu, A. (2021) · European Journal of Paediatric Neurology · doi:10.1016/j.ejpn.2021.12.009 · Cited by 21
Flaathen, E. M., Henriksen, L., Småstuen, M. C., Schei, B., Taft, A., Noll, J., Garnweidner-Holme, L. M., & Lukasse, M. (2022) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-022-04400-z · Cited by 22
“Communication about sensitive topics seems to be especially challenging when health professionals serve a multicultural population, which reveals the need for culturally sensitive communication strategies [63].”
BackgroundMayer, G., Hummel, S., Oetjen, N., Gronewold, N., Bubolz, S., Blankenhagel, K. J., Slawik, M., Zarnekow, R., Hilbel, T., & Schultz, J. (2022) · Digital Health · doi:10.1177/20552076221091353 · Cited by 25
“In sum, personalization may serve as a strategy to provide a tailored health communication to increase the effectiveness of a treatment.(36) However, currently available depression apps rarely suggest personalized content on the basis of mood tracking, they rather provide generic templates in the delivery of intervent…”
BackgroundTo Tailor or Not to Tailor: An Investigation of Narrative Tailoring for Health Communication
Christy, K. R., Minich, M., Tao, R., Riddle, K. E., & Kim, S. (2022) · Journal of Health Communication · doi:10.1080/10810730.2022.2068702 · Cited by 23
“…of a message include the perception that the message sender understands and cares about the message recipient or the mere perception that a message has been customized and is therefore more directly applicable to a message recipient’s situation (Hawkins et al., 2008; Rimer & Kreuter, 2006).”
BackgroundPersonalization in digital health interventions for older adults with cancer: A scoping review
Hwang, M., & Jiang, Y. (2023) · Journal of Geriatric Oncology · doi:10.1016/j.jgo.2023.101652 · Cited by 23
Weymann, N., Härter, M. C., Petrak, & Dirmaier, J. (2013) · Patient Preference and Adherence · doi:10.2147/ppa.s46924 · Cited by 22
“Personalization Personalization is thought to enhance message processing by increasing attention and motivation.(46) It can be realized by identifying the recipient by name (‘identification’) or by overtly claiming that the information offered is customized especially for the individual user (‘raising expectation of c…”
BackgroundBassett-Gunter, R. L., Ruscitti, R. J., Latimer‐Cheung, A. E., & Fraser-Thomas, J. L. (2017) · Research in Developmental Disabilities · doi:10.1016/j.ridd.2017.02.016 · Cited by 22
Joyal‐Desmarais, K., Rothman, A. J., & Snyder, M. (2019) · European Journal of Social Psychology · doi:10.1002/ejsp.2645 · Cited by 22
Antón, M., & Goering, E. M. (2015) · Pragmatics & beyond. New series · doi:10.1075/pbns.257.02ant · Cited by 21
American Scientists’ Willingness to Use Different Communication Tactics
Besley, J. C., Newman, T. P., Dudo, A. D., & Tiffany, L. A. (2021) · Science Communication · doi:10.1177/10755470211011159 · Cited by 21
“, behavioral intent), as well as where there is room to change beliefs (Hawkins et al., 2008).”
BackgroundJiang, S., Tay, J., Ngien, A., & Basnyat, I. (2022) · Health Communication · doi:10.1080/10410236.2022.2150809 · Cited by 27
“With a trusting organizational-public relationship, audiences would pay more attention to campaign messages, and have higher motivations to take recommended actions, thereby becoming more engaged and active in the campaign (Hawkins et al., 2008).”
BackgroundPersonalization in Digital Psychological Interventions for Young Adults
Jahedi, F., Henman, P. W. F., & Ryan, J. C. (2022) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2022.2158261 · Cited by 24
“Personalization has been shown to reduce users ’ cognitive load, increase persuasion (Dijkstra, 2005; Hawkins et al., 2008) and enhance user satisfaction, which can improve the effectiveness of tailored versus non-tailored health behavior interventions (Lustria et al., 2013; Thakkar et al., 2016).”
BackgroundCustomer engagement in idea contests: Emotional and behavioral consequences of idea rejection
Schaarschmidt, M., & Dose, D. B. (2023) · Psychology and Marketing · doi:10.1002/mar.21794 · Cited by 26
Mistry, C. D., Sweet, S. N., Rhodes, R. E., & Latimer‐Cheung, A. E. (2015) · Psychology and Health · doi:10.1080/08870446.2014.997731 · Cited by 24
Lally, R. M., Kupzyk, K. A., Gallo, S. M., & Berry, D. L. (2020) · Journal of Medical Internet Research · doi:10.2196/19734 · Cited by 21
“The purpose of tailoring in this program is to help match the content to each user’s needs with the expectation that this will increase content relevance [27] and contribute to users achieving their health goals [28].”
BackgroundHarden, S. M., Steketee, A. M., Glasgow, T. E., Glasgow, R. E., & Estabrooks, P. A. (2020) · American Journal of Health Promotion · doi:10.1177/0890117120934619 · Cited by 21
“community stakeholders, and researchers.(8,21,22) We suggest that these EBP “commercials” would be short, descriptive, and include a balance of quantitative and qualitative outcomes.”
BackgroundBrain activation upon ideal-body media exposure and peer feedback in late adolescent girls
van der Meulen, M., Veldhuis, J., Braams, B. R., Peters, S., Konijn, E. A., & Crone, E. A. (2017) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/s13415-017-0507-y · Cited by 25
Blakeney, N. C., Michaels, M., Green, M. J., Richmond, A., Long, D. G., Robinson, W. S., Spicer, C., Elliott-Bynum, S., & Corbie-Smith, G. M. (2014) · Journal of Cancer Education · doi:10.1007/s13187-014-0673-3 · Cited by 20
“Use of group targeted messaging has been identified in the literature as an important form of customization along the continuum of tailored health communications [18].”
Designing an Algorithm-Driven Text Generation System for Personalized and Interactive News Reading
Kim, D., & Lee, J. (2018) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2018.1437864 · Cited by 20
“It is known to be more effective at engaging and persuading the audience when the message is tailored (Hawkins, Kreuter, Resnicow, Fishbein, & Dijkstra, 2008; Rimer & Kreuter, 2006; Roberto, Krieger, & Beam, 2009).”
BackgroundMurta, S. G., Parada, P. D. O., Meneses, S. D. S., Medeiros, J. V. V., Balbino, A. M., Rodrigues, M. C., Miura, M. A., dos Santos, T. A. A., & de Vries, H. (2020) · BMC Public Health · doi:10.1186/s12889-020-08487-x · Cited by 20
“A CTI consists of the adaptation of health education material to one specific person after an individualized evaluation by an algorithmic process to generate customized feed-back and guidance for the user [13].”
Background
Metadata
- Authors
- Hawkins, R. P., Kreuter, M., Resnicow, K., Fishbein, M., & Dijkstra, A.
- Affiliations
- University of Wisconsin–Madison (US)
- Saint Louis University (US)
- University of Michigan (US)
- University of Pennsylvania (US)
- University of Groningen (NL)
- Corresponding author
- Hawkins, R. P.
- Venue
- Health Education Research
- Publisher
- Oxford University Press (OUP)
- Published
- 2008-06-01
- Volume
- 23
- Issue
- 3
- Pages
- 454-466
- ISSN
- 0268-1153 (ISSN-L)
- 1465-3648
- PMC
- PMC3171505
- OpenAlex
- W2162486273
- Semantic Scholar
- 2726edb4ea8a922748ad9c8aeb548785670e22fe
- Cited by
- 934
- References
- 47
- Citations by year
- 2026: 38 · 2025: 48 · 2024: 42 · 2023: 42 · 2022: 67 · 2021: 72 · 2020: 85 · 2019: 61 · 2018: 66 · 2017: 54 · 2016: 55 · 2015: 77 · 2014: 56 · 2013: 58 · 2012: 32
- FWCI
- 667.05
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Health Education Research (publishedVersion)
- PubMed (publishedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- University of Groningen research database (University of Groningen / Centre for Information Technology) (submittedVersion)
- Funders
- National Cancer Institute (R01CA114539)
- Topics
- Social Sciences › Communication › Media Influence and Health
- Social Sciences › Psychology › Applied Psychology › Behavioral Health and Interventions
- Health Sciences › Health Professions › General Health Professions › Patient-Provider Communication in Healthcare
- Keywords
- tailoring, health communication, personalized communication, personalization, feedback, content matching, behavioral factors
- MeSH terms
- Attention, Cognition, Communication, Goals, Health Education, Health Services Research, Humans, Patient Education as Topic
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.
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