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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Items 301–400 of 937
Hand, R. K., Birnbaum, A. S., Carter, B. J., Medrow, L., Stern, E. M., & Brown, K. A. (2014) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2014.08.014 · Cited by 20
“I, Me, Mine” or “Us, We, Ours?”: The Influence of Cultural Psychology on Web-Based Customization
Li, C., & Kalyanaraman, S. (2013) · Media Psychology · doi:10.1080/15213269.2013.815049 · Cited by 20
“A person’s psychological sense of community has been found to be influenced by many factors such as years spent in a community, home ownership, and number of neighbors that are known by name (Hill, 1996). In Obst and White’s (2007) study, it was also revealed that when people had more choices of community membership,…”
BackgroundInfluentialFlight, I. H. K., Wilson, C. J., Zajac, I. T., Hart, E., & McGillivray, J. (2012) · JMIR Research Protocols · doi:10.2196/resprot.2135 · Cited by 20
“Despite a growing evidence base showing that tailored messages are superior to generic messages in their ability to influence health behavior [39], the mechanisms by which tailoring works is still unclear [40].”
User-centered Design of the eyeGuide: A Tailored Glaucoma Behavior Change Program
Killeen, O. J., MacKenzie, C., Heisler, M., Resnicow, K., Lee, P. P., & Newman-Casey, P. A. (2016) · Journal of Glaucoma · doi:10.1097/ijg.0000000000000431 · Cited by 20
Self-citationPlow, M. A., Mangal, S., Geither, K., & Golding, M. (2016) · Frontiers in Public Health · doi:10.3389/fpubh.2016.00165 · Cited by 20
“Scholars agree that identifying optimal methods and establishing a framework to standardize terminology may improve the effectiveness of tailoring (15, 16, 22).”
BackgroundMethodInfluentialWhen Personal Feels Invasive: Foreseeing Challenges in Precision Medicine Communication
Ratcliff, C. L., Kaphingst, K. A., & Jensen, J. D. (2018) · Journal of Health Communication · doi:10.1080/10810730.2017.1417514 · Cited by 20
The influence of success experience on self-efficacy when providing feedback through technology
Achterkamp, R., Hermens, H. J., & Vollenbroek-Hutten, M. M. R. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.06.029 · Cited by 25
York, V. K., Brannon, L. A., & Miller, M. M. (2011) · Health Communication · doi:10.1080/10410236.2011.585450 · Cited by 20
“However, if tailored information is perceived as an indication of source credibility, peripheral processing also may increase persuasion (Hawkins et al., 2008).”
BackgroundMethodWilson, D. K., Alia, K. A., Kitzman, H. E., & Resnicow, K. (2014) · Childhood Obesity · doi:10.1089/chi.2013.0070 · Cited by 22
“Personal feedback comparing current consumption to existing recommendations is considered a persuasive, rather than purely informative, strategy.(25) The three parenting measures are described below.”
BackgroundSelf-citationTailored Communications for Health-Related Decision-Making and Behavior Change
Noar, S. M., & Harrington, N. G. (2016) · Springer eBooks · doi:10.1007/978-1-4939-3486-7_18 · Cited by 20
Smoking behavior among adult childhood cancer survivors: what are we missing?
Asfar, T., Dietz, N. A., Arheart, K. L., Tannenbaum, S. L., McClure, L. A., Fleming, L. E., & Lee, D. J. (2015) · Journal of Cancer Survivorship · doi:10.1007/s11764-015-0459-6 · Cited by 20
Smart tailoring of real-time physical activity coaching systems
den Akker, H. O. (2014) · doi:10.3990/1.9789036537629 · Cited by 21
“User targeting — User targeting attempts to increase attention or motivation to process messages by conveying, explicitly or implicitly, that the communication is designed specifically for ‘you’ (Hawkins et al. 2008)3.”
BackgroundInfluentialKim, S. C., Shaw, B. R., Shah, D. V., Hawkins, R. P., Pingree, S., McTavish, F. M., & Gustafson, D. H. (2019) · Health Communication · doi:10.1080/10410236.2017.1399504 · Cited by 19
Self-citationA Mobile App for Chronic Disease Self-Management: Protocol for a Randomized Controlled Trial
Ownby, R. L., Acevedo, A., Waldrop‐Valverde, D., Caballero, J., Simonson, M. R., Davenport, R., Kondwani, K., & Jacobs, R. J. (2017) · JMIR Research Protocols · doi:10.2196/resprot.7272 · Cited by 18
“Tailoring content to make interventions more personally relevant and appropriate to patients’ levels of health literacy has been advocated as an effective strategy for health communication [40-42].”
Using targeting to recruit men and women of color into a behavioral weight loss trial
Crane, M. M., Seburg, E. M., Levy, R. L., Jeffery, R. W., & Sherwood, N. E. (2020) · Trials · doi:10.1186/s13063-020-04500-1 · Cited by 19
Caballero, J., Jacobs, R. J., & Ownby, R. L. (2022) · PLoS ONE · doi:10.1371/journal.pone.0263264 · Cited by 18
“Information tailored to patient interests, needs, and characteristics has a greater impact on behavior than simply providing the same information without tailoring [5, 6].”
BackgroundUnderstanding Patients' Voices
Antón, M., & Goering, E. M. (2015) · Pragmatics & beyond. New series · doi:10.1075/pbns.257 · Cited by 22
Stehr, P., Reifegerste, D., Rossmann, C., Caspar, K., Schulze, A., & Lindemann, A. (2022) · Patient Education and Counseling · doi:10.1016/j.pec.2022.04.015 · Cited by 18
Honora, A., Wang, K.-Y., & Chih, W. (2024) · Internet Research · doi:10.1108/intr-06-2022-0439 · Cited by 23
Promoting Correct Car Seat Use in Parents of Young Children
Weaver, N. L., Brixey, S. N., Williams, J., & Nansel, T. R. (2012) · Health Promotion Practice · doi:10.1177/1524839912457567 · Cited by 19
Srbely, V., Janjua, I., Buchholz, A. C., & Newton, G. S. (2019) · Nutrients · doi:10.3390/nu11040714 · Cited by 21
“Thirdly, heterogeneity existed between the approaches used to communicate dietary messaging, including mass communication, targeted communication, or tailored communication [41].”
BackgroundSchip, C. V. H., Cheung, K. L., Vluggen, S., Hoving, C., Schaper, N. C., & de Vries, H. (2020) · Journal of Medical Internet Research · doi:10.2196/15397 · Cited by 21
Gut, V., Schmid, J., & Conzelmann, A. (2020) · BMC Public Health · doi:10.1186/s12889-020-08617-5 · Cited by 19
Health Communication and Decision Making about Vaccine Clinical Trials during a Pandemic
Langford, A. T. (2020) · Journal of Health Communication · doi:10.1080/10810730.2020.1864520 · Cited by 19
Tate, D. F. (2010) · Substance Use & Misuse · doi:10.3109/10826084.2011.521089 · Cited by 20
“Tailored communications are those in which the content and/or the style or tone of the communication is created on the basis of data specific to individuals (see the review by Hawkins, Kreuter, et al., 2008).”
BackgroundEnhancing the Impact of Mobile Health Literacy Interventions to Reduce Health DisparitiesPreprint
Ownby, R. L., Acevedo, A., & Waldrop‐Valverde, D. (2019) · doi:10.31219/osf.io/5j2m6 · Cited by 19
“Tailored information can be made more relevant to patients in a number of ways (Hawkins, Kreuter, Resnicow, Fishbein, & Dijkstra, 2008).”
Exploring online search behavior for COVID-19 preventive measures: The Philippine case
Galido, A., Ecleo, J. J., Husnayain, A., & Chia-Yu Su, E. (2021) · PLOS ONE · doi:10.1371/journal.pone.0249810 · Cited by 16
“Tailoring health communication improves information relevance and increases the likelihood of attaining the desired outcomes [31,32].”
BackgroundCooks, E., Duke, K. A., Flood‐Grady, E., Vilaro, M. J., Ghosh, R., Parker, N. D., Te, P., George, T. J., Lok, B. C. L., Williams, M. P., et al. (2022) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2022.102034 · Cited by 18
“VHC-led interventions can be tailored to patient preferences, impacting message processing and relevance (Hawkins et al. 2008).”
BackgroundSewpaul, R., Resnicow, K., Crutzen, R., Dukhi, N., Ellahebokus, A., & Reddy, P. S. (2023) · JMIR Research Protocols · doi:10.2196/43654 · Cited by 18
“The content and tailoring of the messages were based on techniques for tailoring health communication messages used in previous studies [30,31,34] and were grounded in self-determination theory [35].”
Self-citationMartorella, G., Côté, J., & Choinière, M. (2013) · CIN Computers Informatics Nursing · doi:10.1097/nxn.0b013e3182812d69 · Cited by 18
“Tailored messages tend to engage persons in behavior change.(20,21) A need for innovation in the educational support of patients with acute postoperative pain has been clearly identified.”
BackgroundMethodDailey, R. M., Romo, L. K., & McCracken, A. A. (2010) · Western Journal of Communication · doi:10.1080/10570314.2010.512279 · Cited by 18
“Related to this is the distinction between targeted communication (ie, adapting messages based on group or demographic characteristics) and tailored communication (ie, adapting messages based on the individual's needs or preferences; see Hawkins et al, 2008 ).”
BackgroundImproving Sexual Risk Communication With Adolescents Using Event History Calendars
Martyn, K. K., Darling‐Fisher, C. S., Pardee, M., Ronis, D. L., Felicetti, I. L., & Saftner, M. A. (2011) · The Journal of School Nursing · doi:10.1177/1059840511426577 · Cited by 18
Nachreiner, M., & Matthies, E. (2015) · Energy Research & Social Science · doi:10.1016/j.erss.2015.10.007 · Cited by 18
Web-Based Tailored Messaging to Increase Vaccination: A Randomized Clinical Trial
Glanz, J. M., Wagner, N. M., Narwaney, K. J., Pyrzanowski, J. L., Kwan, B. M., Sevick, C. J., Resnicow, K., & Dempsey, A. F. (2020) · PEDIATRICS · doi:10.1542/peds.2020-0669 · Cited by 18
Self-citationThe Role of Social Capital in Health Communication Campaigns
Lee, C. (2012) · Communication Research · doi:10.1177/0093650212446332 · Cited by 18
Wen, K., Miller, S. M., Stanton, A. L., Fleisher, L. G., Morra, M. E., Jorge, A., Diefenbach, M. A., Ropka, M. E., & Marcus, A. C. (2012) · Patient Education and Counseling · doi:10.1016/j.pec.2012.02.003 · Cited by 18
“[36].”
Martorella, G., Gélinas, C., & Purden, M. (2014) · JMIR Research Protocols · doi:10.2196/resprot.3175 · Cited by 18
“If motivated, individuals are active information processors as they can carefully consider messages, and relate them to other information and to their own experiences [39-41].”
Supporting self-management of obesity using a novel game architecture
Giabbanelli, P. J., & Crutzen, R. (2014) · Health Informatics Journal · doi:10.1177/1460458214521051 · Cited by 18
“This includes attention and persuasion, 58 which can be assessed, for example, by asking participants whether they feel that activities are personally recommended to them, and manipulating argument quality as in Dijkstra and Ballast.”
BackgroundHernandez, M. Y., & Organista, K. C. (2015) · American Journal of Community Psychology · doi:10.1007/s10464-015-9729-8 · Cited by 18
Supporting Users in Setting Effective Goals in Activity Tracking
Herrmanny, K., Ziegler, J., & Doğangün, A. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-31510-2_2 · Cited by 21
Individually Tailoring Messages to Promote African American Men’s Health
Griffith, D. M., Jaeger, E. C., Semlow, A. R., Ellison, J. M., Bergner, E. M., & Stewart, E. C. (2021) · Health Communication · doi:10.1080/10410236.2021.1913837 · Cited by 17
“…30 years, individual tailoring has been used in myriad studies to increase recipient attention and perceived message salience and to decrease processing effort, thereby outperforming generic or group targeted messages in promoting health behavior change (Hawkins et al., 2008; Latimer et al., 2010).”
BackgroundWhat do we mean by “tailoring” of medical information during clinical interactions?
Smets, E. M. A., Menichetti, J., Lie, H. C., & Gerwing, J. (2023) · Patient Education and Counseling · doi:10.1016/j.pec.2023.108092 · Cited by 17
Engaging with (vs. avoiding) personalized advertising on social media
Loureiro, S. M. C., Hollebeek, L. D., Rather, R. A., Ruivo, L., Kaljund, K., & Guerreiro, J. (2023) · Journal of Marketing Communications · doi:10.1080/13527266.2023.2289044 · Cited by 20
“…non-personalized) communications tend to be more pertinent (not pertinent), pleasant (bored), attention-grabbing, convincing, powerful, and easily (not so easy) remembered by customers, while buyers are also likely to spend more time considering, and digesting, these messages (Hawkins et al. 2008).”
Voncken-Brewster, V., Tange, H. J., de Vries, H., Nagykaldi, Z. J., Winkens, B., & van der Weijden, T. (2013) · BMC Public Health · doi:10.1186/1471-2458-13-557 · Cited by 17
“First, the intervention components are based on users’ preferences [10].”
Hassandra, M., Lintunen, T., Kettunen, T., Vanhala, M. J., Toivonen, H.-M., Kinnunen, K., & Heikkinen, R. (2015) · JMIR Research Protocols · doi:10.2196/resprot.4600 · Cited by 17
“For example, the principles of tailoring [49], personalization, suggestion, praise, trustworthiness, and expertise have been used in the design of the application.”
Dekkers, T., Melles, M., Mathijssen, N. M. C., Vehmeijer, S. B. W., & de Ridder, H. (2017) · Patient Education and Counseling · doi:10.1016/j.pec.2017.08.018 · Cited by 17
Agarwal, S., Vasudevan, L., Tamrat, T., Glenton, C., Lewin, S. A., Bergman, H., Henschke, N., Mehl, G. L., & Fønhus, M. S. (2018) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd012925 · Cited by 17
Halse, R. E., Shoneye, C. L., Pollard, C. M., Jancey, J. M., Scott, J. A., Pratt, I., Dhaliwal, S. S., Norman, R., Straker, L. M., Boushey, C. J., et al. (2019) · JMIR Research Protocols · doi:10.2196/12782 · Cited by 17
“Tailoring involves creating communications in which information about an individual is used to determine specific content he or she receives [15,54].”
Groeneveld, B. S., Melles, M., Vehmeijer, S. B. W., Mathijssen, N. M. C., Dekkers, T., & Goossens, R. (2019) · Digital Health · doi:10.1177/2055207618824919 · Cited by 20
“However, Hawkins et al.(23) argue that the concepts of segmentation and customization are more useful than this model of labelling communications either as ‘targeted’ or ‘tailored’ because a clear 2 DIGITAL HEALTH”
BackgroundMethodInfluentialCommunication Channel Preferences: A Descriptive Audience Segmentation Evaluation
Lamm, K. W., Borron, A. S., Holt, J., & Lamm, A. J. (2019) · Journal of Applied Communications · doi:10.4148/1051-0834.2238 · Cited by 17
“While tailored communication strategies focus on the needs of individuals and highlight those issues within the message (Hawkins et al., 2008).”
BackgroundResultDupont, C., Aegerter, P., Foucaut, A.-M., Reyre, A., Lhuissier, F., Bourgain, M., Chabbert‐Buffet, N., Cédrin‐Durnerin, I., Selleret, L., Cosson, E., et al. (2020) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-020-2855-9 · Cited by 17
“Lastly, because interventions cannot fit all populations in the same way, tailoring intervention content and offering personalised behavioural and action feedback might increase the effectiveness of the programs compared to generic or so-called ‘one-size-fits-all’ interventions [50].”
BackgroundUnderstanding How Adolescents Think about the HPV Vaccine
Pennella, R. A., Ayers, K. A., & Brandt, H. M. (2020) · Vaccines · doi:10.3390/vaccines8040693 · Cited by 19
“Tailoring health communication aims to enhance the relevance of the information presented in order to produce greater desired changes in response to the communication [26,27].”
BackgroundMotivbasierte Passung von Sportprogrammen
Sudeck, G., & Conzelmann, A. (2011) · German Journal of Exercise and Sport Research · doi:10.1007/s12662-011-0194-8 · Cited by 18
Goebert, D. A., & Nishimura, S. T. (2011) · Journal of Substance Use · doi:10.3109/14659891.2011.554594 · Cited by 17
““Tailoring” refers to the creation of interventions that utilize information about a given individual to determine what specific content s/he will receive, the contexts surrounding that information, by whom it will be presented and the way it will be delivered (Hawkins et al., 2008).”
BackgroundUnderstanding Internet access and use to facilitate patient portal adoption
Dalrymple, P. W., Rogers, M. L., Zach, L., & Luberti, A. A. (2016) · Health Informatics Journal · doi:10.1177/1460458216675497 · Cited by 17
Robbins, R., Senathirajah, Y., Williams, N. J., Hutchinson, C., Rapoport, D. M., Allegrante, J. P., COHALL, A. T., Rogers, A., Ogedegbe, O., & Jean‐Louis, G. (2018) · Health Communication · doi:10.1080/10410236.2018.1423865 · Cited by 19
“While using the tool, participants are asked to verbally share their reactions and experience aloud with the interviewer (Hawkins et al., 2008; Jääskeläinen, 2010; Schmid et al., 2008).”
MethodMartorella, G., Graven, L. J., Schluck, G., Berube, M., & Gélinas, C. (2018) · SAGE Open Nursing · doi:10.1177/2377960818806270 · Cited by 16
Bègue, L., & Treich, N. (2019) · Nutrients · doi:10.3390/nu11071694 · Cited by 17
Burton, M., Wang, W., & Worsley, A. F. (2014) · Preventive Medicine Reports · doi:10.1016/j.pmedr.2014.11.006 · Cited by 16
Promoting a healthy lifestyle: Towards an improved personalized feedback approach
Achterkamp, R., Cabrita, M., den Akker, H. O., Hermens, H. J., & Vollenbroek-Hutten, M. M. R. (2013) · IEEE International Conference on e-Health Networking, Applications and Services (Healthcom) · doi:10.1109/healthcom.2013.6720772 · Cited by 19
Achterkamp, R., Weering, M. D.-V., Evering, R., Tabak, M., Timmerman, J. G., Hermens, H. J., & Vollenbroek-Hutten, M. M. R. (2016) · Health Informatics Journal · doi:10.1177/1460458216653242 · Cited by 20
Schol, L. G. C., Mollers, M., Swaan, C. M., Beaujean, D., Wong, A., & Timen, A. (2018) · BMC Infectious Diseases · doi:10.1186/s12879-017-2906-7 · Cited by 16
“These findings highlight the relevance of specifically tailoring the information to pre-defined target groups and enhancing the relevance of the information presented [26, 28].”
BackgroundJang, K., & Baek, Y. M. (2018) · Health & Social Care in the Community · doi:10.1111/hsc.12577 · Cited by 16
Slade, S. C., Hay-Smith, J. E., Mastwyk, S., Morris, M. E., & Frawley, H. (2018) · Neurourology and Urodynamics · doi:10.1002/nau.23716 · Cited by 16
“38–40 Tailoring involves either or both of two goals: enhancing cognitive preconditions for message processing and enhancing message impact through modifying outcomes and employs strategies of personalization, feedback, and content and context matching.(40) The mediators that underlie health communications include att…”
BackgroundAdame, B. J. (2018) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2018.05.019 · Cited by 16
Kinney, A. Y., Howell, R., Ruckman, R., McDougall, J. A., Boyce, T. W., Vicuña, B., Lee, J., Guest, D. D., Rycroft, R. K., Valverde, P., et al. (2018) · Contemporary Clinical Trials · doi:10.1016/j.cct.2018.09.005 · Cited by 17
“In contrast to targeted print, tailoring uses motivational strategies of personalization, individualized feedback and content matching on theoretical and social determinants.[63, 65, 66] There is an increasing body of evidence that shows that if implemented effectively, tailored interventions result in more significan…”
BackgroundDelivering Tobacco Cessation Through Community Health Workers
Lautner, S. C., Garney, W. R., Nimmons, K., Macareno, B., Harvey, I. S., & Garcia, K. (2019) · Family & Community Health · doi:10.1097/fch.0000000000000227 · Cited by 16
Behavior Change Apps for Gestational Diabetes Management: Exploring Desirable Features
Kytö, M., Strömberg, L., Tuomonen, H., Ruonala, A., Koivusalo, S. B., & Jacucci, G. (2021) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2021.1987678 · Cited by 14
“, 2013) and in supporting a healthy lifestyle overall (Hawkins et al., 2008).”
BackgroundAcademic detailing interventions for opioid-related outcomes: a scoping review
Kulbokas, V., Hanson, K. A., Smart, M. H., Mandava, M. R., Lee, T. A., & Pickard, A. S. (2021) · Drugs in Context · doi:10.7573/dic.2021-7-7 · Cited by 16
Lucas, T., Manning, M. A., Strelan, P., Köpetz, C., Agostini, M., Bélanger, J. J., Gützkow, B., Kreienkamp, J., & Leander, N. P. (2022) · Translational Behavioral Medicine · doi:10.1093/tbm/ibab153 · Cited by 16
“Second, findings related to cultural values suggest that tailoring rather than broad application of health communication strategies may be needed [23].”
BackgroundBeaujean, D., van Velsen, L., Pijnen, J. E. V. G. , Maat, A., van Steenbergen, J., & Crutzen, R. (2013) · JMIR Research Protocols · doi:10.2196/resprot.2760 · Cited by 16
“This holds the potential to increase a person’s attention or motivation about a specific health issue or healthy behavior [32,33].”
BackgroundConceptual Models of Health Behavior: Research in the Emergency Care Settings
Boudreaux, E. D., Cydulka, R. K., Bock, B. C., Borrelli, B., & Bernstein, S. L. (2009) · Academic Emergency Medicine · doi:10.1111/j.1553-2712.2009.00543.x · Cited by 16
Parenting Adolescents: Developing Strategies for FIFO Parents
Lester, L., Waters, S. K., Spears, B. A., Epstein, M., Watson, J., & Wenden, E. J. (2015) · Journal of Child and Family Studies · doi:10.1007/s10826-015-0183-x · Cited by 16
“Many researchers recommend tailoring parenting interventions to enable parents to access interventions that accommodate life stressors and enable greater engagement with the parenting program (Hawkins et al. 2008; Rueter et al. 1999).”
BackgroundCigarette Smoking Interventions among Diverse Populations
Fernander, A., Resnicow, K., Viswanath, K., & Pérez‐Stable, E. J. (2011) · American Journal of Health Promotion · doi:10.4278/ajhp.25.5.c1 · Cited by 16
Self-citationSudeck, G., & Conzelmann, A. (2011) · reroDoc Digital Library · doi:10.7892/boris.10981 · Cited by 16
Achterkamp, R., Hermens, H. J., & Vollenbroek-Hutten, M. M. R. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.04.006 · Cited by 21
Asfar, T., Caban-Martinez, A. J., McClure, L. A., Ruano-Herreria, E. C., Sierra, D., Clark, G. G., Samano, D., Dietz, N. A., Ward, K. D., Arheart, K. L., et al. (2018) · Contemporary Clinical Trials · doi:10.1016/j.cct.2018.02.007 · Cited by 15
Su, Z., Chengbo, Z., & Mackert, M. (2019) · Journal of Communications In Healthcare · doi:10.1080/17538068.2019.1680038 · Cited by 16
Altendorf, M. B., Smit, E. S., Azrout, R., Hoving, C., & van Weert, J. C. M. (2020) · Psychology and Health · doi:10.1080/08870446.2020.1802457 · Cited by 15
Heart Failure With Preserved Ejection Fraction: An Evolving Understanding
Tah, S., Valderrama, M., Afzal, M., Iqbal, J., Farooq, A., Lak, M. A., Gostomczyk, K., Jami, E., Kumar, M., Sundaram, A., et al. (2023) · Cureus · doi:10.7759/cureus.46152 · Cited by 17
A systematic review on eHealth technology personalization approaches
ten Klooster, I., Kip, H., van Gemert‐Pijnen, J. E. W. C., Crutzen, R., & Kelders, S. M. (2024) · iScience · doi:10.1016/j.isci.2024.110771 · Cited by 20
“486 Similar to previous descriptions of how personalization can be applied in the eHealth design, 6,487 we found that eHealth technologies are mainly adapted by providing feedback to the user.”
BackgroundMethodRezai, L. S., Chin, J., Bassett-Gunter, R. L., & Burns, C. M. (2017) · Proceedings of the International Symposium on Human Factors and Ergonomics in Health Care · doi:10.1177/2327857917061020 · Cited by 17
“Scholars in the field of public health have been investigating the effects of tailoring messages for decades and have verified that tailoring increases the impact of persuasive health messages (Hawkins, Kreuter, Resnicow, Fishbein, & Dijkstra, 2008).”
BackgroundDevelopment of a mobile phone app to maintain physical activity in African American men: MobileMen
Newton, R. L., Carter, L., Romain, J. S., Jerrod, T., Griffith, D. M., & Myers, V. H. (2019) · mHealth · doi:10.21037/mhealth.2019.05.03 · Cited by 15
“It has been shown that utilizing a targeted intervention strategy increases the attention to and effortful processing of information, as well as the potential impact of an intervention (23-25).”
BackgroundHaumer, F., Schlicker, L., Murschetz, P. C., & Kolo, C. (2021) · Journal of strategy and management · doi:10.1108/jsma-08-2020-0207 · Cited by 15
A survey of technology literacy and use in cancer survivors from the Alberta Cancer Exercise program
Ester, M., McNeely, M. L., McDonough, M. H., & Culos-Reed, S. N. (2021) · Digital Health · doi:10.1177/20552076211033426 · Cited by 14
“The low eHealth literacy among respondents indicates that technology-based tools within PA interventions for this population must carefully consider and address the seven domains of eHealth literacy, as personalization and tailoring of eHealth is known to reduce technology abandonment and enhance intervention effects.…”
BackgroundBoudreau, F., Moreau, M., & Côté, J. (2016) · JMIR Research Protocols · doi:10.2196/resprot.5019 · Cited by 15
“A key component of the computer-tailored intervention is that it uses recent techniques borrowed from computer-tailoring research to provide messages in a personalized fashion to its participants [81,82].”
Tailored Education to Increase Self-Efficacy for Caregivers of Children With Asthma
Iio, M., Hamaguchi, M., Narita, M., Takenaka, K., & Ohya, Y. (2016) · CIN Computers Informatics Nursing · doi:10.1097/cin.0000000000000295 · Cited by 15
Kebede, M. M., Christianson, L., Khan, Z., Heise, T. L., & Pischke, C. R. (2017) · Systematic Reviews · doi:10.1186/s13643-017-0609-1 · Cited by 17
“Tailoring is defined as any education, feedback, or communication provided which is based on the interest, physiological, and behavioral condition of the participating individuals [25].”
BackgroundSrivastav, A., Spencer, M., Strompolis, M., Thrasher, J. F., Crouch, E. L., Munsell, E. P., & Davis, R. E. (2020) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2020.104391 · Cited by 15
Active and pleasant ageing supported by technology
Cabrita, M. (2017) · doi:10.3990/1.9789036543903 · Cited by 14
Social presence and use of Internet-delivered interventions: a multi-method approach
Crutzen, R., Cyr, D., Larios, H., Ruiter, R. A. C., & de Vries, N. K. (2013) · PLoS ONE · doi:10.1371/journal.pone.0057067 · Cited by 12
“Personalization is one of the strategies, besides feedback and content matching, that is part of tailoring: creating communications individualized for their receivers, with the expectation that this individualization will lead to larger intended effects of these communications [55].”
BackgroundBientzle, M., Creß, U., & Kimmerle, J. (2015) · Psychology Health & Medicine · doi:10.1080/13548506.2015.1005017 · Cited by 14
Bai, Y., Wong, C. L., Peng, X., Choi, K. C., & So, W. K. W. (2022) · Asia-Pacific Journal of Oncology Nursing · doi:10.1016/j.apjon.2022.04.007 · Cited by 14
mHealth Apps for Dementia Caregivers: Systematic Examination of Mobile Apps
Zou, N., Xie, B., He, D., Hilsabeck, R. C., & Aguirre, A. (2024) · JMIR Aging · doi:10.2196/58517 · Cited by 14
“We examined whether apps provided the 3 types of tailoring strategies commonly reported in the literature: personalization, feedback, and content matching [40,42].”
Bannink, R., Broeren, S., Zwanenburg, E. J.-V., van As, E., van de Looij-Jansen, P., & Raat, H. (2014) · JMIR Research Protocols · doi:10.2196/resprot.2855 · Cited by 14
“Although in our study, fewer adolescents discussed the messages with their parents or peers, this still may be an indication that adolescents, to some extent, actively process the information, a prerequisite for behavior change [35,36].”
BackgroundGleason‐Comstock, J., Streater, A., Jen, K. C., Artinian, N. T., Timmins, J., Baker, S., Joshua, B., & Paranjpe, A. (2013) · Patient Education and Counseling · doi:10.1016/j.pec.2013.07.010 · Cited by 18
“These non-provider sources provide a scattershot approach that may increase awareness for a brief time but may not produce lasting changes in lifestyle behaviors, especially if the information lacks immediate personal relevance or is not easily understood in low health literacy populations [7–11].”
BackgroundJeong, H. (2015) · Biometrics & Biostatistics International Journal · doi:10.15406/bbij.2015.02.00027 · Cited by 14
Lay Epidemiology and Vaccine Acceptance
Nuti, S. V., & Armstrong, K. (2021) · JAMA · doi:10.1001/jama.2021.11130 · Cited by 14
de Looper, M., Smets, E. M. A., Schouten, B. C., Bolle, S., Belgers, E. H. J., Eddes, E. H., Leijtens, J. W. A., & van Weert, J. C. M. (2022) · BMC Cancer · doi:10.1186/s12885-021-09096-6 · Cited by 14
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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