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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“Such self-referential thinking may also increase the likelihood of central processing [23].”
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Sorted by citations
Items 601–700 of 937
Incorporating Black women’s perspectives into long-acting reversible contraception implementation
Livingood, W. C., Lukens-Bull, K., Biegner, S., Kaunitz, A. M., Howard, L., Jefferson, V., Geisselmaier, P. J., Michel, I., & Bilello, L. A. (2022) · F&S Reports · doi:10.1016/j.xfre.2022.02.005 · Cited by 5
“Side effects (45) ‘‘An IUD can get lost up there.”
BackgroundKuipers, Y. (2015) · International Journal of Women s Health and Wellness · doi:10.23937/2474-1353/1510008 · Cited by 5
“The use of an inventory was followed immediately by evaluative and descriptive advice based on a woman’s reported severity [27].”
BackgroundMethodExamining the (in)effectiveness of personalized communication
Masłowska, E., Smit, E. G., & van den Putte, B. (2011) · Data Archiving and Networked Services (DANS) · Cited by 5
Happy: Cancer Prevention Using Smartphones
Ribeiro, N., Moreira, L., Almeida, A. M., & Santos‐Silva, F. (2016) · Procedia Computer Science · doi:10.1016/j.procs.2016.09.183 · Cited by 5
Pension helpdesk calls: A repair mechanism in the client communication of financial institutions
Nell, L., Lentz, L. R., Maat, H. P., & Koole, T. (2015) · Studies in Communication Sciences · doi:10.1016/j.scoms.2015.02.002 · Cited by 5
Jiang, L., Zhao, M., & Hu, D. (2005) · PubMed · Cited by 5
Neurobiological Bases of Self-Reference and Deliberate Processing in Tailored Health Communication
Ho, S. S., & Chua, H. F. (2013) · Springer eBooks · doi:10.1007/978-1-4614-6852-3_5 · Cited by 6
Using Social Media for Social Good – A Conceptual OverviewPreprint
Dahl, S. V. (2010) · SSRN Electronic Journal · doi:10.2139/ssrn.1624522 · Cited by 5
Ribeiro, N., Moreira, L., Almeida, A. M. P., & Santos, M. F. (2016) · IGI Global eBooks · doi:10.4018/978-1-4666-9978-6.ch081 · Cited by 5
Health Campaigns: Cultural Tailoring
Storey, D. (2022) · Wiley eBooks · doi:10.1002/9781119678816.iehc0849 · Cited by 5
Hanlon, I., Hewitt, C., Evans, S., Taylor, J., Selinger, C., & Mikocka-Walus, A. (2022) · Journal of Health Psychology · doi:10.1177/1359105320945001 · Cited by 4
Understanding alcohol and cannabis bundling: Evidence from a basket-based choice experiment
Staples, A. J., Kilders, V., & Caputo, V. (2025) · Journal of Wine Economics · doi:10.1017/jwe.2025.10103 · Cited by 4
“Relatedly, public health messaging should consider personality factors when designing educational campaigns to enhance the receptiveness of informational resources (Hawkins et al., 2008).”
Zhang, S., Dieciuc, M., Dilanchian, A. T., Lustria, M. L. A., Carr, D. C., Charness, N. H., He, Z., & Boot, W. R. (2024) · Gerontology and Geriatric Medicine · doi:10.1177/23337214231224571 · Cited by 6
“Personalization, such as making heavy use of the second person “you,” has been proposed as a major strategy to create customized messages in numerous studies (e.g., Hawkins et al., 2008; Lustria et al., 2009, 2013, 2016).”
BackgroundZhuang, J. (2021) · Journal of Health Communication · doi:10.1080/10810730.2021.1903626 · Cited by 4
Multi-Objective Personalization in Multi-Stakeholder Organizational Bulk E-mail
Kong, R., Zhang, C. C., Sun, R., Chhabra, V., Nadimpalli, T., & Konstan, J. A. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555641 · Cited by 8
“pointed out that personalized messages need to provide the recipients with new information about themselves instead of simply adding names or addresses [18].”
BackgroundSelective Exposure Under Conditions of Low Information Utility
D'Alessio, D. (2015) · Communication Research Reports · doi:10.1080/08824096.2014.989970 · Cited by 4
Valle, R., Garrett, M. D., & Velasquez, R. (2013) · Journal of Population Ageing · doi:10.1007/s12062-013-9084-1 · Cited by 4
“The approach offered in this study can also assist in not just “targeting” a specific population group but in “tailoring” the outreach and service programs (Noar et al. 2007; Hawkins et al. 2008) in order to address the more unique local ADAD needs of the Latino populations in culturally appropriate ways (Archer et al.”
BackgroundThe Systematic Development of an Internet-Based Smoking Cessation Intervention for Adults
Dalum, P., Brandt, C. L., Skov-Ettrup, L. S., Tolstrup, J. S., & Kok, G. (2016) · Health Promotion Practice · doi:10.1177/1524839916631536 · Cited by 4
“We chose “tailoring” as the overall communication strategy (Hawkins et al., 2008).”
MethodOnline Social Exergames for Seniors
Konstantinidis, S. T., Brox, E., Kummervold, P. E., Hallberg, J., Evertsen, G., & Hirche, J. (2015) · Advances in medical technologies and clinical practice book series · doi:10.4018/978-1-4666-9522-1.ch012 · Cited by 4
Mann, E. G., Harrison, M. B., LeFort, S. M., & VanDenKerkhof, E. G. (2018) · Pain Management Nursing · doi:10.1016/j.pmn.2017.10.016 · Cited by 4
Chander, G., Hutton, H. E., Xu, X., Canan, C. E., Gaver, J., Finkelstein, J., Lesko, C. R., McCaul, M. E., & Lau, B. M. (2021) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2021.100367 · Cited by 4
Persuasive AI Voice-Assisted Technologies to Motivate and Encourage Physical Activity
Schooley, B. L., Akgun, D., Duhoon, P., & Hikmet, N. (2021) · Transactions on computational science and computational intelligence · doi:10.1007/978-3-030-71051-4_29 · Cited by 4
Assessing parents’ motives for talking about alcohol with their emerging adult children
Napper, L. E., Trager, B. M., Turrisi, R., & LaBrie, J. W. (2021) · Addictive Behaviors · doi:10.1016/j.addbeh.2021.107155 · Cited by 4
Preuhs, K., van Keulen, H. M., Andree, R., Wins, S., & van Empelen, P. (2022) · JMIR Formative Research · doi:10.2196/33416 · Cited by 3
“Tailoring (health) messages enhances the attractiveness, salience, and, thereby, effectiveness of the information [43], which may consequently lead to greater maintained behavior changes [44].”
BackgroundPlant, S., Lundin, K., & Alvesson, H. M. (2022) · Health Risk & Society · doi:10.1080/13698575.2022.2104221 · Cited by 4
“…the proposed reasons for tailored health messages leading to stronger reactions and subsequent action-taking behaviours is the enhanced use of emotional processing, or a person´s ‘experiential system’, over the logic and reason of the ‘analytical system’ (Hawkins et al., 2008; Slovic et al., 2004).”
BackgroundHwang, J., Cooley, A., Cooley, S. C., & Hinck, R. S. (2023) · Journal of Health Communication · doi:10.1080/10810730.2023.2191225 · Cited by 4
Azemmour, Y., Boutayeb, S., Elkhalloufi, F., Chamlal, H., Beddaa, H., Alaoui, I. B., Daikal, J., & Errihani, H. H. (2024) · BMC Digital Health · doi:10.1186/s44247-024-00093-w · Cited by 6
“…reflect the data provided daily by the beneficiary: rate of compliance with AP advice and PEPs, performance over time in several exercises, etc. • some videos explain the methods of self-monitoring and self-assessment. theoretical models appears to enhance the efficacy of PA-specific apps [50].”
BackgroundKolodziejczyk, J. K., Norman, G. J., Rock, C. L., Arredondo, E. M., Roesch, S. C., Madanat, H. N., & Patrick, K. (2015) · Obesity Research & Clinical Practice · doi:10.1016/j.orcp.2015.06.004 · Cited by 4
Targetingstrategien in der Verkehrssicherheitskommunikation zur Erreichbarkeit junger Risikogruppen
Baumann, E., & Geber, S. (2014) · Springer eBooks · doi:10.1007/978-3-658-01130-7_16 · Cited by 4
The Role of Texting in Addressing Mental Health
Ranney, M. L., Pisani, A. R., & Chernick, L. S. (2018) · Springer eBooks · doi:10.1007/978-3-319-69638-6_15 · Cited by 4
Cowie, J., Boa, S., King, E., Wells, M., & Cairns, D. R. (2018) · JMIR Formative Research · doi:10.2196/formative.9703 · Cited by 4
“There is a significant body of research on health communication and the importance of tailoring information to an individual’s needs [29,30].”
Hagerman, C. J., Stock, M. L., Molloy-Paolillo, B. K., Beekman, J. B., Klein, W. M. P., & Butler, N. (2019) · Journal of Behavioral Medicine · doi:10.1007/s10865-019-00104-6 · Cited by 4
Internet of Things in education
Konstantinidis, S. T. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-813144-2.00005-2 · Cited by 6
Persuasive effect of potential employees' names and photographs in a recruitment advertisement
Pfiffelmann, J., & Soulez, S. (2021) · Canadian Journal of Administrative Sciences / Revue Canadienne des Sciences de l Administration · doi:10.1002/cjas.1604 · Cited by 4
Burke, L. E., Zheng, Y., & Wang, J. (2018) · Springer eBooks · doi:10.1007/978-0-387-93826-4_19 · Cited by 5
Lotrean, L. M., Ailoaiei, R., Popa, M., & de Vries, H. (2014) · Asian Pacific Journal of Cancer Prevention · doi:10.7314/apjcp.2014.15.20.8809 · Cited by 4
Swicegood, J., & Haque, S. N. (2015) · Journal of Virtual Worlds Research · doi:10.4101/jvwr.v8i1.7097 · Cited by 4
Testing a Brief Web-based Intervention to Increase Recognition of Tobacco Constituents
Klein, E. G., Quisenberry, A. J., Shoben, A. B., Thomson, T. L., Htut, S., Foraker, R. E., Lai, A. M., & Slater, M. D. (2018) · Tobacco Regulatory Science · doi:10.18001/trs.4.6.8 · Cited by 4
Understanding Patients' Voices: A Multi-Method Approach to Health Discourse
Antón, M., & Goering, E. M. (2015) · Cited by 4
Introduction to Intervention Research
Sidani, S., & Braden, C. J. (2011) · Wiley eBooks · doi:10.1002/9781118785553.ch1 · Cited by 4
Social desirability bias and engagement in systems designed for long-term health tracking
Vardoulakis, L. (2013) · Digital Repository Service (Northeastern University) · doi:10.17760/d20003057 · Cited by 5
Automated explanation of research informed consent by embodied conversational agents
Fernando, R. (2009) · doi:10.17760/d20000286 · Cited by 4
Lustria, M. L. A., & Cortese, J. (2020) · Wiley eBooks · doi:10.1002/9781119057840.ch86 · Cited by 4
Holland, T. E., Shaw, B. R., Hutchins, R., Swol, L. M. V., & Dehnert, G. K. (2025) · Journal of environmental health · doi:10.70387/001c.142101 · Cited by 3
Cole, A. C., Liu, C., Bissram, J., Vizer, L. M., Sippo, D. A., Yu, F., Stover, A. M., King, A. J., Richardson, D. R., & Mazur, L. M. (2025) · Patient Education and Counseling · doi:10.1016/j.pec.2025.109256 · Cited by 3
Using Virtual Agents and LLMs to Generate Tailored Health Education Pamphlets
Fallah, M., Nouraei, F., & Bickmore, T. (2025) · ACM International Conference on Intelligent Virtual Agents (IVA) · doi:10.1145/3717511.3747088 · Cited by 3
“Similarly, Hawkins et al. observed that tailoring enhances the perceived relevance of health messages and can improve their overall effectiveness [28].”
InfluentialAlsaad, A. K., Alanezi, S., & Melhim, L. K. B. (2025) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2025.2589498 · Cited by 3
“As a result, rising expectations serve as a mechanism through which personalization strengthens engagement and perceived relevance (Hawkins et al., 2008; Tam & Ho, 2006; Webb et al., 2005).”
InfluentialSu, Z., McDonnell, D., Cheshmehzangi, A., Zhu, J., Aḥmad, J., Šegalo, S., & da Veiga, C. P. (2022) · Healthcare · doi:10.3390/healthcare10010094 · Cited by 3
An evaluation of tailored web materials for public administration
Colineau, N., Paris, C. L., & Linden, K. V. (2012) · ACM Conference on Hypertext and Social Media (HT) · doi:10.1145/2309996.2310040 · Cited by 3
“In a recent meta-study of tailored health documents [9], Hawkins et al.”
BackgroundDinkova, M., Elling, S., Kalwij, A., & Lentz, L. R. (2020) · Journal of Pensions Economics and Finance · doi:10.1017/s1474747220000141 · Cited by 3
“Hawkins et al. (2008) define tailoring as “a number of methods for creating communications individualized for their receivers […]” (p. 454 ).”
Kuo, C.-T., Chang, C., & Yen, W.-H. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-35343-8_79 · Cited by 4
Arana‐Chicas, E., Ihde, E. S., Cartujano‐Barrera, F., Suarez, N., Tiznado, D., Hurtado‐de‐Mendoza, A., Ramírez, M., Cox, L. S., Ellerbeck, E. F., & Cupertino, A. P. (2019) · Kansas Journal of Medicine · doi:10.17161/kjm.v12i4.13259 · Cited by 3
Pervin, J., Sarker, B. K., Nu, U. T., Khatun, F., Rahman, A. M., Venkateswaran, M., Rahman, A. M., Frøen, J. F., & Friberg, I. K. (2021) · BMC Public Health · doi:10.1186/s12889-021-10811-y · Cited by 3
“these conditions during ANC to increase client acceptance and enhance the impact on service utilization [37].”
BackgroundOliveira, A. W., Mirel, O., & Brown, A. O. (2023) · International Journal of Science Education Part B · doi:10.1080/21548455.2023.2195576 · Cited by 3
“Such targeted and tailored communicative approach has been shown to foster public trust (Besley et al., 2016), and to improve audience retention of information (Hawkins et al., 2008; Goldstein et al., 2020).”
BackgroundHudson, P., Francis, J., Cohen, J., Kapp, S., Lourenço, R. D. A., Beatty, L., Gray, K. M., Jefford, M., Juraskova, I., Northouse, L., et al. (2024) · JMIR Research Protocols · doi:10.2196/55252 · Cited by 3
“Three types of tailoring strategies are used—personalization, tailored feedback, and content matching [54].”
Li, Y., Dillard, J. P., & Shen, L. (2024) · Health Communication · doi:10.1080/10410236.2024.2440534 · Cited by 3
“…categorization and group identity formation (Tajfel & Turner, 2004), (b) they are capable of enhancing perceived personal relevance and engagement (Hawkins et al., 2008; Noar et al., 2009), (c) they speak directly to health disparities grounded in these same social categories (e.g., Halbert,…”
Lektip, C., Jiamjarasrangsi, W., Kaewrat, C., Nawarat, J., Rungruangbaiyok, C., Mackenzie, L. A., Somsak, V., & Wannaprom, N. (2025) · Informatics · doi:10.3390/informatics12020053 · Cited by 3
Kye, S., Han, K., Jeong, S., & Choi, J.-Y. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17165769 · Cited by 3
“Tailoring, which can be defined as any of the several methods applied for creating communications that are customized, is generally considered to be a useful method for increasing the effectiveness of health interventions, through the delivery of tailored print, as well as telemedicine or eHealth applications [15,16].”
MethodRogers, T. M., Robinson, S. J., Reynolds, L. E., Ladva, C. N., Burgos-Garay, M. L., Whiteman, A., Budge, H., Soto, N., Thompson, M., Hunt, E., et al. (2021) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000001383 · Cited by 3
Educational Effects of a Tailored Leaflet Addressing Drinking during Pregnancy
Toyama, N., & Sudo, N. (2014) · Clinical Medicine Insights Reproductive Health · doi:10.4137/cmrh.s13461 · Cited by 3
“Regarding thoughts about drinking during pregnancy, differences in the percentage of “absolute abstinence” between (1) tailored-leaflet and non-tailored-leaflet groups, (2) tailored leaflet and control groups, and (3) non-tailored-leaflet and control groups were examined using a 2 × 2 cross-tabulation at pre-intervent…”
MethodPersonal(ized) Health Monitoring, Personalization, and Personality
Rhode, D. (2011) · Journal of Technology in Human Services · doi:10.1080/15228835.2011.596464 · Cited by 5
“This is true if monitoring is linked to information accessible to the user (Hawkins, Kreuter, Resnicow, Fishbein, & Dijkstra, 2008).”
Background“Cultumization?” The Impact of Cultural Priming on Customized Communication
Li, C. (2013) · Mass Communication & Society · doi:10.1080/15205436.2012.667492 · Cited by 3
“Some researchers (Hawkins et al., 2008) consider tailoring to be a higher level of customization than targeting.”
BackgroundUsing corpus-based analytical methods to study patient talk
Cortes, V. (2015) · Pragmatics & beyond. New series · doi:10.1075/pbns.257.04cor · Cited by 3
Use of information technology by adolescents and young people and its effect on health promotion
Lotrean, L. M., Ailioaiei, R., & Stan, O. P. (2016) · Balneo Research Journal · doi:10.12680/balneo.2016.123 · Cited by 3
“there are several research questions and challenges which should be addressed, such as[2-4,11-14] :”
BackgroundAnti-alcohol campaigns effects depending on target drinking levels and source perception
Stanojlović, M., Cancela, A., Cárdaba, M. Á. M., & Cambra, U. C. (2020) · African journal of rhetoric · doi:10.21134/haaj.v20i1.464 · Cited by 3
D’Αddario, M., Cappelletti, E. R., Sarini, M., Greco, A., & Steca, P. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17082919 · Cited by 3
“Descriptive feedback is one of the effective strategies used to tailor communication [46], to stimulate patients’ self-referential thought or otherwise focusing attention on specific behaviors related to the outcome of interest.”
BackgroundUbbes, V. A., Witter, A. M., Kraska, C. M., & Justus, E. E. (2020) · Children and Teenagers · doi:10.22158/ct.v3n1p54 · Cited by 3
Tavassoli, F., Zalake, M. S., de Siqueira, A. G., Modave, F. P., Krieger, J. L. R., Lok, B. C. L., & Gilbert, J. E. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-77820-0_13 · Cited by 3
Public Health Communications: Lessons Learned From the Affordable Care Act
Parekh, A. K. (2017) · American Journal of Public Health · doi:10.2105/ajph.2017.303737 · Cited by 3
ALGILANAN KİŞİSELLEŞTİRMENİN MARKA KULLANIM NİYETİ ÜZERİNDEKİ ETKİSİ
Keskin, H., & Uraltaş, K. N. T. (2024) · Akademik Hassasiyetler · doi:10.58884/akademik-hassasiyetler.1406435 · Cited by 2
Cole, A. C., Kwong, E. C., Mhina, C. J., King, A. J., Mazur, L. M., & Richardson, D. R. (2024) · Frontiers in Communication · doi:10.3389/fcomm.2024.1347310 · Cited by 2
“…or tailored messages based on their personalized results may impact affective-cognitive or behavioral outcomes and support patients in communicating their preferences and values with their clinicians (Kreuter et al., 1999; Kreuter and Wray, 2003; Hawkins et al., 2008; Lafata et al., 2017).”
BackgroundParvanta, C. F., Murray, K., Boddupalli, S., Erasme, N., McNab, R., Prajapati, V., Severe, A., Reyes, A., Harner, R. N., & Holliday, R. C. (2025) · Health Literacy and Communication Open · doi:10.1080/28355245.2025.2459199 · Cited by 2
Sewpaul, R., Resnicow, K., Crutzen, R., Dukhi, N., & Reddy, P. S. (2025) · JMIR mhealth and uhealth · doi:10.2196/59144 · Cited by 2
“The development of messages was grounded in self-determination theory [19] and was based on techniques for tailoring health promotion messages used in previous studies [20-22].”
Self-citationHealthy lifestyle in low-socioeconomic groups: expert views
Hoveling, L. A., Alma, M., Landsman-Dijkstra, J., Smidt, N., Reijneveld, S. A., Bültmann, U., & de Kroon, M. L. A. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1511317 · Cited by 2
“Several studies showed that, instead of following the standard principles of health promotion, attention should be paid to the capacities (e.g., abilities, resources and potential) of individuals with low SEP (12, 21–24).”
InfluentialSajjadi, S. L., Ghafourifard, M., & Khosroshahi, H. T. (2025) · Renal Replacement Therapy · doi:10.1186/s41100-025-00641-8 · Cited by 2
“Providing individualized education is the main solution to overcome these concerns, which emphasizes providing tailored education on the basis of the specific learning needs and health literacy status of each patient [13].”
Hinrichs, T., Schilling, R., Sofios, A., Infanger, D., Prechtl, L. M., Stauffer, N., Eichenberger, V., Giannouli, E., Rantanen, T., Portegijs, E., et al. (2025) · BMC Geriatrics · doi:10.1186/s12877-025-06113-2 · Cited by 2
“The individualization of the behaviour change process aligns with tailoring principles, ensuring that interventions remain personalized, flexible, and responsive to participants’progress [114].”
Yip, W. C. O., & Bounthavong, M. (2025) · Applied Health Economics and Health Policy · doi:10.1007/s40258-025-00991-8 · Cited by 2
“Academic detailing interventions distinguish themselves by their personalized delivery, often conducted in one-on-one or in small group settings with the goal of aligning clinician’s prescribing behavior with the most current evidence-based practice [29, 30, 34–36].”
Foster, C. (2025) · Perspectives Policy and Practice in Higher Education · doi:10.1080/13603108.2025.2556195 · Cited by 2
“Furthermore, if the narrowcasted message is personalised it may achieve additional relevance to the student too; being highly relevant, applicable or individualised is an attempt to increase adoption with a service (Hawkins et al. 2008).”
Boyce, M. R., Blackburn, C. C., Rico, M., & Moats, J. (2025) · Disaster Medicine and Public Health Preparedness · doi:10.1017/dmp.2025.10225 · Cited by 2
“28 This could be accomplished, for example, by linking campaigns with rural values and deemphasizing the links to climate change, which may cause some to disengage due to cultural and identity politics.”
Enhancing The Impact of Mobile Health Literacy Interventions to Reduce Health Disparities
Ownby, R. L., Acevedo, A., & Waldrop‐Valverde, D. (2019) · Quarterly review of distance education · doi:10.1108/qrde-08-2019-0003 · Cited by 22
Xu, S., Zhou, Z.-L., & Zhao, N. (2026) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2026.1756792 · Cited by 2
Capasso, M., Bianchi, M., Donizzetti, A. R., & Caso, D. (2026) · Health Communication · doi:10.1080/10410236.2026.2632762 · Cited by 2
Boccia, G., Brustio, P. R., Mulasso, A., Tufo, F., & Rainoldi, A. (2026) · PLoS ONE · doi:10.1371/journal.pone.0343122 · Cited by 2
Algorithmic News Content Personalization and Readers’ Attitudes
Wang, Y., Shaw, A., Edgerly, S., Gergle, D., & Diakopoulos, N. A. (2026) · Digital Journalism · doi:10.1080/21670811.2026.2633623 · Cited by 2
Raja, S. V. S., Cheng, Y., & Danaher, T. S. (2026) · Journal of Retailing · doi:10.1016/j.jretai.2026.03.008 · Cited by 2
Shafer, A., Patel, S., Bulik, C. M., & Zucker, N. L. (2017) · Journal of Applied Biobehavioral Research · doi:10.1111/jabr.12092 · Cited by 2
The Science of Individuality and Tailored M-Health Communication
Moumtzoglou, A. S. (2018) · Advances in healthcare information systems and administration book series · doi:10.4018/978-1-5225-8021-8.ch010 · Cited by 2
Yan, X. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1018402 · Cited by 4
“Cultural value appeals may be perceived as more relevant, as they respond to recipients’ cultural markers and provide culturally congruent views of and solutions to the issue at hand (Kreuter and Wray, 2003; Rimer and Kreuter, 2006; Hawkins et al., 2008; Jensen et al., 2012).”
BackgroundBuro, A. W., Gray, H. L., Ruble, K., Lozano, S. S., Sauls, R., Albizu‐Jacob, A., Crowder, S. L., Mazzeo, S. E., & Stern, M. (2022) · Translational Behavioral Medicine · doi:10.1093/tbm/ibac084 · Cited by 4
Waite, F., Marlow, L., Nemec, M., & Waller, J. (2023) · British Journal of Health Psychology · doi:10.1111/bjhp.12695 · Cited by 1
“Targeted information is more likely to be actively and carefully processed compared to generic information (Hawkins et al., 2008; Kreuter & Wray, 2003). affect intention, it had a positive impact on engagement and may therefore be useful in encouraging women to read and process materials.”
BackgroundTailor Made: A Pilot Virtual Weight Loss Intervention Individually Tailored for African American Men
Griffith, D. M., Jaeger, E. C., Pennings, J. S., Semlow, A. R., Ellison, J. M., & Alexander, L. R. (2023) · Health Promotion Practice · doi:10.1177/15248399231213347 · Cited by 2
“Individually tailored interventions are more effective than those that are simply “targeted” or “group-tailored” to racial or ethnic groups or other demographics (Hawkins et al., 2008; Noar et al., 2007).”
InfluentialMontesano, M., Porter, M., Olson, C., Gettings, C., Torem, E., & Pezeshki, G. (2024) · Journal of Public Health Management and Practice · doi:10.1097/phh.0000000000001912 · Cited by 2
Holmgren, M., & Ahlström, G. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21070953 · Cited by 2
“If this is the case, tailor-made designs, strategies, and content can be developed, as is frequently recommended in the literature [1,2].”
BackgroundWilliams, M. P., Manjourides, J., Smith, L. H., Rainer, C., Hightow‐Weidman, L., & Haley, D. F. (2024) · Journal of Medical Internet Research · doi:10.2196/57619 · Cited by 2
“Tailoring, defined as the use of individuals’ data to customize intervention content based on their psychological, socioecological, and behavioral profile, is a property of DHIs that has demonstrated efficacy in promoting effective engagement with DHIs [25,33-37].”
Do patients experience a personalized patient leaflet as personal?
Commandeur, L. Y., van Hooijdonk, C. M. J., de Haas, C., Rademakers, J. J. D. J. M., van Dijk, L., & Borgsteede, S. D. (2025) · Patient Education and Counseling · doi:10.1016/j.pec.2025.108685 · Cited by 2
Out of the public eye: the art of redirection in webcare apologies
Johnston, L., Melancon, J. P., & Leguizamón, J. S. (2025) · Journal of Services Marketing · doi:10.1108/jsm-12-2023-0446 · Cited by 2
The Voice of Mental Health Literacy
Gorczynski, P. F. (2025) · Advances in Psychiatry and Behavioral Health · doi:10.1016/j.ypsc.2025.02.001 · Cited by 3
Vicary, E., Brierley, H., Wilkinson, J., Adesina, M., Bee, P., Lovell, K., Uzun, N., Bee, E., & Brooks, H. L. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1546109 · Cited by 2
“…provided valuable insights into the intervention ’ s design and the practicalities of conducting a feasibility trial and has been recognized in the literature as a critical factor in enhancing user engagement and satisfaction while improving the relevance and acceptability of interventions (29).”
Tailored M-Health Communication in Patient-Centered Care
Moumtzoglou, A. S. (2016) · Advances in healthcare information systems and administration book series · doi:10.4018/978-1-4666-9861-1.ch016 · Cited by 2
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
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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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