Skip to main content
Top
Published in: BMC Health Services Research 1/2013

Open Access 01-12-2013 | Research article

Consumers’ intention to use health recommendation systems to receive personalized nutrition advice

Authors: Sonja Wendel, Benedict GC Dellaert, Amber Ronteltap, Hans CM van Trijp

Published in: BMC Health Services Research | Issue 1/2013

Login to get access

Abstract

Background

Sophisticated recommendation systems are used more and more in the health sector to assist consumers in healthy decision making. In this study we investigate consumers' evaluation of hypothetical health recommendation systems that provide personalized nutrition advice. We examine consumers' intention to use such a health recommendation system as a function of options related to the underlying system (e.g. the type of company that generates the advice) as well as intermediaries (e.g. general practitioner) that might assist in using the system. We further explore if the effect of both the system and intermediaries on intention to use a health recommendation system are mediated by consumers' perceived effort, privacy risk, usefulness and enjoyment.

Methods

204 respondents from a consumer panel in the Netherlands participated. The data were collected by means of a questionnaire. Each respondent evaluated three hypothetical health recommendation systems on validated multi-scale measures of effort, privacy risk, usefulness, enjoyment and intention to use the system. To test the hypothesized relationships we used regression analyses.

Results

We find evidence that the options related to the underlying system as well as the intermediaries involved influence consumers' intention to use such a health recommendation system and that these effects are mediated by perceptions of effort, privacy risk, usefulness and enjoyment. Also, we find that consumers value usefulness of a system more and enjoyment less when a general practitioner advices them to use a health recommendation system than if they use it out of their own curiosity.

Conclusions

We developed and tested a model of consumers' intention to use a health recommendation system. We found that intermediaries play an important role in how consumers evaluate such a system over and above options of the underlying system that is used to generate the recommendation. Also, health-related information services seem to rely on endorsement by the medical sector. This has considerable implications for the distribution as well as the communication channels of health recommendation systems which may be quite difficult to put into practice outside traditional health service channels.
Appendix
Available only for authorised users
Literature
1.
go back to reference Liu DR, Shih YY: Integrating AHP and data mining for product recommendation based on customer lifetime value. Inf Manage. 2005, 42: 387-400. 10.1016/j.im.2004.01.008.CrossRef Liu DR, Shih YY: Integrating AHP and data mining for product recommendation based on customer lifetime value. Inf Manage. 2005, 42: 387-400. 10.1016/j.im.2004.01.008.CrossRef
2.
go back to reference Xiao B, Benbasat I: Consumer decision support systems for e-commerce: design and adoption of product recommendation agents. Manag Informat Syst Quarterly. 2007, 31: 317-209. Xiao B, Benbasat I: Consumer decision support systems for e-commerce: design and adoption of product recommendation agents. Manag Informat Syst Quarterly. 2007, 31: 317-209.
3.
go back to reference Brug J, Oenema A, Campbell M: Past, present and future of computer-tailored nutrition education. Am J Clin Nutr. 2003, 77: 1028S-1034S.PubMed Brug J, Oenema A, Campbell M: Past, present and future of computer-tailored nutrition education. Am J Clin Nutr. 2003, 77: 1028S-1034S.PubMed
4.
go back to reference Kreuter MW, Farell D, Olevitch L, Brennan LK: Tailored health messages: Customizing communication with computer technology. 1999, Mahwah, New Jersey: Lawrence Erlbaum Associates Kreuter MW, Farell D, Olevitch L, Brennan LK: Tailored health messages: Customizing communication with computer technology. 1999, Mahwah, New Jersey: Lawrence Erlbaum Associates
5.
go back to reference Watzke JH, German JB: Personalizing Food. An Integrated Approach to New Food Product Development. Edited by: Moskowitz HR. 2009, New York, USA: Moskowitz Jacobs, Inc., White Plains, 133-174. I. Sam Saguy, Hebrew University of Jerusalem, Rehovot, Israel; Tim Straus, The Turover Straus Group, Inc., Springfield, Missouri, USA CRC Press.CrossRef Watzke JH, German JB: Personalizing Food. An Integrated Approach to New Food Product Development. Edited by: Moskowitz HR. 2009, New York, USA: Moskowitz Jacobs, Inc., White Plains, 133-174. I. Sam Saguy, Hebrew University of Jerusalem, Rehovot, Israel; Tim Straus, The Turover Straus Group, Inc., Springfield, Missouri, USA CRC Press.CrossRef
6.
go back to reference Dijkstra A, de Vries H, Roijackers J: Long-term effectiveness of computer-generated tailored feedback in smoking cessation. Health Educ Res. 1998, 13: 207-214. 10.1093/her/13.2.207.CrossRefPubMed Dijkstra A, de Vries H, Roijackers J: Long-term effectiveness of computer-generated tailored feedback in smoking cessation. Health Educ Res. 1998, 13: 207-214. 10.1093/her/13.2.207.CrossRefPubMed
7.
go back to reference Van Sluijs EMF, van Poppel MNM, Twisk JWR, Chin A, Paw MJ, Calfas KJ, van Mechelen W: Effect of a tailored physical activity intervention delivered in general practice settings: Results of a randomized controlled trial. Am J Public Health. 2005, 95: 1825-1831. 10.2105/AJPH.2004.044537.CrossRefPubMedPubMedCentral Van Sluijs EMF, van Poppel MNM, Twisk JWR, Chin A, Paw MJ, Calfas KJ, van Mechelen W: Effect of a tailored physical activity intervention delivered in general practice settings: Results of a randomized controlled trial. Am J Public Health. 2005, 95: 1825-1831. 10.2105/AJPH.2004.044537.CrossRefPubMedPubMedCentral
8.
go back to reference Felfernig A, Friedrich G, Jannach D, Zanker M: An integrated environment for the development of knowledge-based recommender applications. Int J Electron Commerce. 2006, 11: 11-34. 10.2753/JEC1086-4415110201.CrossRef Felfernig A, Friedrich G, Jannach D, Zanker M: An integrated environment for the development of knowledge-based recommender applications. Int J Electron Commerce. 2006, 11: 11-34. 10.2753/JEC1086-4415110201.CrossRef
9.
go back to reference Joost HG, Gibney MJ, Cashman KD: Personalised nutrition: status and perspectives. Br J Nutr. 2007, 98: 26-31. 10.1017/S0007114507685195.CrossRefPubMed Joost HG, Gibney MJ, Cashman KD: Personalised nutrition: status and perspectives. Br J Nutr. 2007, 98: 26-31. 10.1017/S0007114507685195.CrossRefPubMed
10.
go back to reference Punj GN, Moore R: Smart versus knowledgeable online recommendation agents. J Interact Mark. 2007, 21: 46-60. 10.1002/dir.20089.CrossRef Punj GN, Moore R: Smart versus knowledgeable online recommendation agents. J Interact Mark. 2007, 21: 46-60. 10.1002/dir.20089.CrossRef
11.
go back to reference Crosby LA, Evans KR, Cowles D: Relationship quality in services selling: an interpersonal influence perspective. J Marketing. 1990, 54: 68-81. 10.2307/1251817.CrossRef Crosby LA, Evans KR, Cowles D: Relationship quality in services selling: an interpersonal influence perspective. J Marketing. 1990, 54: 68-81. 10.2307/1251817.CrossRef
12.
go back to reference Ryan-Harshman M, Vogel E, Jones-Taggart H: Nutritional genomics and dietetic professional practice. Can J Diet Pract Res. 2008, 69: 177-182. 10.3148/69.4.2008.177.CrossRefPubMed Ryan-Harshman M, Vogel E, Jones-Taggart H: Nutritional genomics and dietetic professional practice. Can J Diet Pract Res. 2008, 69: 177-182. 10.3148/69.4.2008.177.CrossRefPubMed
13.
go back to reference Dellaert BGC, Dabholkar PA: Increasing the attractiveness of mass-customization: the role of complementary online services and range of options. Int J Electron Comm. 2009, 13: 43-70. 10.2753/JEC1086-4415130302.CrossRef Dellaert BGC, Dabholkar PA: Increasing the attractiveness of mass-customization: the role of complementary online services and range of options. Int J Electron Comm. 2009, 13: 43-70. 10.2753/JEC1086-4415130302.CrossRef
14.
go back to reference Prahalad CK, Ramaswamy V: Co-creation experiences: the next practice in value creation. J Interact Mark. 2004, 18: 5-14.CrossRef Prahalad CK, Ramaswamy V: Co-creation experiences: the next practice in value creation. J Interact Mark. 2004, 18: 5-14.CrossRef
15.
go back to reference Gollust SE, Gordon ES, Zayac C, Griffin G, Christman MF, Pyeritz RE, Wawak L, Bernhardt BA: Motivations and perceptions of early adopters of personalized genomics: perspectives from research participants. Public Health Genomics. 2012, 15: 22-30. 10.1159/000327296.CrossRefPubMed Gollust SE, Gordon ES, Zayac C, Griffin G, Christman MF, Pyeritz RE, Wawak L, Bernhardt BA: Motivations and perceptions of early adopters of personalized genomics: perspectives from research participants. Public Health Genomics. 2012, 15: 22-30. 10.1159/000327296.CrossRefPubMed
16.
go back to reference Ricci F, Werthner H: Introduction to the special issue: recommender systems. Int J Electron Comm. 2006, 11: 5-7.CrossRef Ricci F, Werthner H: Introduction to the special issue: recommender systems. Int J Electron Comm. 2006, 11: 5-7.CrossRef
17.
go back to reference Senecal S, Nantel J: The influence of online product recommendations on consumers’ online choices. J Retailing. 2004, 80: 159-169. 10.1016/j.jretai.2004.04.001.CrossRef Senecal S, Nantel J: The influence of online product recommendations on consumers’ online choices. J Retailing. 2004, 80: 159-169. 10.1016/j.jretai.2004.04.001.CrossRef
18.
go back to reference Rousseau DM: Psychological and implied contracts in organizations. Employee Responsibilities and Rights Journal. 1989, 2: 121-139. 10.1007/BF01384942.CrossRef Rousseau DM: Psychological and implied contracts in organizations. Employee Responsibilities and Rights Journal. 1989, 2: 121-139. 10.1007/BF01384942.CrossRef
19.
go back to reference Zeithaml VA: Consumer perceptions of price, quality, and value: a means-end model and synthesis of evidence. J Marketing. 1988, 52: 2-22. 10.2307/1251446.CrossRef Zeithaml VA: Consumer perceptions of price, quality, and value: a means-end model and synthesis of evidence. J Marketing. 1988, 52: 2-22. 10.2307/1251446.CrossRef
20.
go back to reference Tarrant C, Stokes T, Baker R: Factors associated with patients’ trust in their general practitioner: a cross-sectional survey. Br J Gen Pract. 2003, 53: 798-800.PubMedPubMedCentral Tarrant C, Stokes T, Baker R: Factors associated with patients’ trust in their general practitioner: a cross-sectional survey. Br J Gen Pract. 2003, 53: 798-800.PubMedPubMedCentral
21.
go back to reference Babin BJ, Darden WR, Griffin M: Work and/or fun: measuring hedonic and utilitarian shopping value. J Consum Res. 1994, 20: 644-656. 10.1086/209376.CrossRef Babin BJ, Darden WR, Griffin M: Work and/or fun: measuring hedonic and utilitarian shopping value. J Consum Res. 1994, 20: 644-656. 10.1086/209376.CrossRef
22.
go back to reference Novak TP, Hoffman DL, Duhachek A: The influence of goal-directed and experiential activities on online flow experiences. J Consum Psychol. 2003, 13: 3-16.CrossRef Novak TP, Hoffman DL, Duhachek A: The influence of goal-directed and experiential activities on online flow experiences. J Consum Psychol. 2003, 13: 3-16.CrossRef
23.
go back to reference Murthi BPS, Sarkar S: The role of the management sciences in research on personalization. Manage Sci. 2003, 49: 1344-1362. 10.1287/mnsc.49.10.1344.17313.CrossRef Murthi BPS, Sarkar S: The role of the management sciences in research on personalization. Manage Sci. 2003, 49: 1344-1362. 10.1287/mnsc.49.10.1344.17313.CrossRef
24.
go back to reference Vesanen J, Raulas M: Building bridges for personalization: a process model for marketing. J Interact Mark. 2006, 20: 5-20.CrossRef Vesanen J, Raulas M: Building bridges for personalization: a process model for marketing. J Interact Mark. 2006, 20: 5-20.CrossRef
25.
go back to reference Adomavicious G, Tuzhilin A: Personalization technologies: a process-oriented perspective. Commun ACM. 2005, 48: 83-90.CrossRef Adomavicious G, Tuzhilin A: Personalization technologies: a process-oriented perspective. Commun ACM. 2005, 48: 83-90.CrossRef
26.
go back to reference Pavlou PA, Liang H, Xue Y: Understanding and mitigating uncertainty in online exchange relationships: a principal-agent perspective. MIS quarterly. 2007, 31: 105-136. Pavlou PA, Liang H, Xue Y: Understanding and mitigating uncertainty in online exchange relationships: a principal-agent perspective. MIS quarterly. 2007, 31: 105-136.
27.
go back to reference Culnan MJ, Armstrong PK: Information privacy concerns, procedural fairness, and impersonal trust: an empirical investigation. Organ Sci. 1999, 10: 104-115. 10.1287/orsc.10.1.104.CrossRef Culnan MJ, Armstrong PK: Information privacy concerns, procedural fairness, and impersonal trust: an empirical investigation. Organ Sci. 1999, 10: 104-115. 10.1287/orsc.10.1.104.CrossRef
28.
go back to reference Awad NF, Krishnan MS: The personalization privacy paradox: an empirical evaluation of information transparency and the willingness to be profiled online for personalization. MIS quarterly. 2006, 30: 13-28. Awad NF, Krishnan MS: The personalization privacy paradox: an empirical evaluation of information transparency and the willingness to be profiled online for personalization. MIS quarterly. 2006, 30: 13-28.
29.
go back to reference Robinson SL: Trust and breach of the psychological contract. Adm Sci Q. 1996, 41: 574-599. 10.2307/2393868.CrossRef Robinson SL: Trust and breach of the psychological contract. Adm Sci Q. 1996, 41: 574-599. 10.2307/2393868.CrossRef
30.
go back to reference Dinev T, Hart P: An extended privacy calculus model for e-commerce transactions. Inform Syst Res. 2006, 17: 61-80. 10.1287/isre.1060.0080.CrossRef Dinev T, Hart P: An extended privacy calculus model for e-commerce transactions. Inform Syst Res. 2006, 17: 61-80. 10.1287/isre.1060.0080.CrossRef
31.
go back to reference Davis FD: Perceived usefulness, perceived use, and user acceptance of information technology. MIS Quarterly. 1989, 13: 319-340. 10.2307/249008.CrossRef Davis FD: Perceived usefulness, perceived use, and user acceptance of information technology. MIS Quarterly. 1989, 13: 319-340. 10.2307/249008.CrossRef
32.
go back to reference Phelps J, Nowak G, Ferrell E: Privacy concerns and consumer willingness to provide personal information. J Public Policy Mark. 2001, 19: 27-41.CrossRef Phelps J, Nowak G, Ferrell E: Privacy concerns and consumer willingness to provide personal information. J Public Policy Mark. 2001, 19: 27-41.CrossRef
33.
go back to reference Rabino I: Genetic testing and its implications: human genetics researchers grapple with ethical issues. Science, Technology & Human Values. 2003, 28: 365-402. 10.1177/0162243903028003002.CrossRef Rabino I: Genetic testing and its implications: human genetics researchers grapple with ethical issues. Science, Technology & Human Values. 2003, 28: 365-402. 10.1177/0162243903028003002.CrossRef
34.
go back to reference Koch M, Möslein KM: Identities management for e-commerce and collaboration applications. Int J Electron Comm. 2005, 9: 11-29. Koch M, Möslein KM: Identities management for e-commerce and collaboration applications. Int J Electron Comm. 2005, 9: 11-29.
35.
go back to reference Bhattacherjee A: Individual trust in online firms: scale development and initial test. J Manage Inform Syst. 2002, 19: 211-241. Bhattacherjee A: Individual trust in online firms: scale development and initial test. J Manage Inform Syst. 2002, 19: 211-241.
36.
go back to reference Davis FD, Bagozzi RP, Warshaw PR: User acceptance of computer technology: a comparison of two theoretical models. Manage Sci. 1989, 35: 982-1003. 10.1287/mnsc.35.8.982.CrossRef Davis FD, Bagozzi RP, Warshaw PR: User acceptance of computer technology: a comparison of two theoretical models. Manage Sci. 1989, 35: 982-1003. 10.1287/mnsc.35.8.982.CrossRef
37.
go back to reference Rogers EM: Diffusion of Innovations. 2003, New York: The Free Press, 5 Rogers EM: Diffusion of Innovations. 2003, New York: The Free Press, 5
38.
go back to reference Childers TJ, Carr CL, Peck J, Carson S: Hedonic and utilitarian motivations for online retail shopping behavior. J Retailing. 2001, 77: 511-535. 10.1016/S0022-4359(01)00056-2.CrossRef Childers TJ, Carr CL, Peck J, Carson S: Hedonic and utilitarian motivations for online retail shopping behavior. J Retailing. 2001, 77: 511-535. 10.1016/S0022-4359(01)00056-2.CrossRef
39.
go back to reference Moon JW, Kim YG: Extending the TAM for a world-wide-web context. Inf Manage. 2001, 38: 217-230. 10.1016/S0378-7206(00)00061-6.CrossRef Moon JW, Kim YG: Extending the TAM for a world-wide-web context. Inf Manage. 2001, 38: 217-230. 10.1016/S0378-7206(00)00061-6.CrossRef
40.
go back to reference Kirmani A, Campbell MC: Goal seeker and persuasion sentry: how consumer targets respond to interpersonal marketing persuasion. J Consum Res. 2004, 31: 573-582. 10.1086/425092.CrossRef Kirmani A, Campbell MC: Goal seeker and persuasion sentry: how consumer targets respond to interpersonal marketing persuasion. J Consum Res. 2004, 31: 573-582. 10.1086/425092.CrossRef
41.
go back to reference Dabholkar PA, Bagozzi RP: An attitudinal model of technology-based self-service: moderating effects of consumer traits and situational factors. J Acad Market Sci. 2002, 30: 184-201.CrossRef Dabholkar PA, Bagozzi RP: An attitudinal model of technology-based self-service: moderating effects of consumer traits and situational factors. J Acad Market Sci. 2002, 30: 184-201.CrossRef
42.
go back to reference Van der Heijden H: Factors influencing the usage of websites: the case of a generic portal in the Netherlands. Inf Manage. 2003, 40: 541-549. 10.1016/S0378-7206(02)00079-4.CrossRef Van der Heijden H: Factors influencing the usage of websites: the case of a generic portal in the Netherlands. Inf Manage. 2003, 40: 541-549. 10.1016/S0378-7206(02)00079-4.CrossRef
43.
go back to reference Algesheimer R, Dholakia UM, Herrmann A: The social influence of brand community: evidence from European car clubs. J Marketing. 2005, 69: 19-34. 10.1509/jmkg.69.3.19.66363.CrossRef Algesheimer R, Dholakia UM, Herrmann A: The social influence of brand community: evidence from European car clubs. J Marketing. 2005, 69: 19-34. 10.1509/jmkg.69.3.19.66363.CrossRef
44.
go back to reference Srivastava RK, Alpert ML, Shocker AD: A customer-oriented approach for determining market structures. J Marketing. 1984, 48: 32-45. 10.2307/1251212.CrossRef Srivastava RK, Alpert ML, Shocker AD: A customer-oriented approach for determining market structures. J Marketing. 1984, 48: 32-45. 10.2307/1251212.CrossRef
45.
go back to reference Wendel S, Dellaert BGC: Situation variation in consumers’ media channel consideration. J Acad Market Sci. 2005, 33: 575-884. 10.1177/0092070305277447.CrossRef Wendel S, Dellaert BGC: Situation variation in consumers’ media channel consideration. J Acad Market Sci. 2005, 33: 575-884. 10.1177/0092070305277447.CrossRef
46.
go back to reference Wendel S, Dellaert BGC: Situation-based shifts in consumer website benefit importance: the joint role of cognition and affect. Inf Manage. 2009, 46: 23-30. 10.1016/j.im.2008.11.001.CrossRef Wendel S, Dellaert BGC: Situation-based shifts in consumer website benefit importance: the joint role of cognition and affect. Inf Manage. 2009, 46: 23-30. 10.1016/j.im.2008.11.001.CrossRef
47.
go back to reference Deci EL, Ryan RM: Intrinsic motivation and self-determination in human behavior. 1985, New York: PlenumCrossRef Deci EL, Ryan RM: Intrinsic motivation and self-determination in human behavior. 1985, New York: PlenumCrossRef
48.
go back to reference Pelletier LG, Fortier MS, Vallerand RJ, Brière NM: Associations among perceived autonomy support, forms of self-regulation, and persistence: a prospective study. Motiv Emotion. 2001, 25: 279-306. 10.1023/A:1014805132406.CrossRef Pelletier LG, Fortier MS, Vallerand RJ, Brière NM: Associations among perceived autonomy support, forms of self-regulation, and persistence: a prospective study. Motiv Emotion. 2001, 25: 279-306. 10.1023/A:1014805132406.CrossRef
49.
go back to reference Bloch PH, Richins ML: A theoretical model for the study of product importance perceptions. J Marketing. 1983, 47: 69-81. 10.2307/1251198.CrossRef Bloch PH, Richins ML: A theoretical model for the study of product importance perceptions. J Marketing. 1983, 47: 69-81. 10.2307/1251198.CrossRef
50.
go back to reference Davis FD, Bagozzi RP, Warshaw PR: Extrinsic and intrinsic motivation to use computers in the workplace. J Appl Soc Psychol. 1992, 22: 1111-1132. 10.1111/j.1559-1816.1992.tb00945.x.CrossRef Davis FD, Bagozzi RP, Warshaw PR: Extrinsic and intrinsic motivation to use computers in the workplace. J Appl Soc Psychol. 1992, 22: 1111-1132. 10.1111/j.1559-1816.1992.tb00945.x.CrossRef
51.
go back to reference Lee MKO, Cheung CMK, Chen Z: Acceptance of Internet-based learning medium: the role of extrinsic and intrinsic motivation. Inf Manage. 2005, 42: 1095-1104. 10.1016/j.im.2003.10.007.CrossRef Lee MKO, Cheung CMK, Chen Z: Acceptance of Internet-based learning medium: the role of extrinsic and intrinsic motivation. Inf Manage. 2005, 42: 1095-1104. 10.1016/j.im.2003.10.007.CrossRef
52.
go back to reference Shang RA, Chen YC, Shen L: Extrinsic versus intrinsic motivations for consumers to shop on-line. Inf Manage. 2005, 42: 401-413. 10.1016/j.im.2004.01.009.CrossRef Shang RA, Chen YC, Shen L: Extrinsic versus intrinsic motivations for consumers to shop on-line. Inf Manage. 2005, 42: 401-413. 10.1016/j.im.2004.01.009.CrossRef
53.
go back to reference Yang X, Li Y, Tan CH, Teo HH: Students’ participation intention in an online discussion forum: why is computer-mediated interaction attractive?. Inf Manage. 2007, 44: 456-466. 10.1016/j.im.2007.04.003.CrossRef Yang X, Li Y, Tan CH, Teo HH: Students’ participation intention in an online discussion forum: why is computer-mediated interaction attractive?. Inf Manage. 2007, 44: 456-466. 10.1016/j.im.2007.04.003.CrossRef
54.
go back to reference Mathwick C, Malhotra N, Rigdon E: The effect of dynamic retail experiences on experiential perceptions of value: an internet and catalog comparison. J Retailing. 2002, 78: 51-62. 10.1016/S0022-4359(01)00066-5.CrossRef Mathwick C, Malhotra N, Rigdon E: The effect of dynamic retail experiences on experiential perceptions of value: an internet and catalog comparison. J Retailing. 2002, 78: 51-62. 10.1016/S0022-4359(01)00066-5.CrossRef
55.
go back to reference Hoy MG: Switch drugs vis-à-vis Rx and OTC: policy, marketing, and research considerations. J Public Policy Mark. 1994, 13: 85-96. Hoy MG: Switch drugs vis-à-vis Rx and OTC: policy, marketing, and research considerations. J Public Policy Mark. 1994, 13: 85-96.
56.
go back to reference Ling DC, Berndt ER, Kyle MK: Deregulating direct-to-consumer marketing of prescription drugs: effects on prescription and over-the-counter product sales. J Law Econ. 2002, 45: 691-723. 10.1086/368004.CrossRef Ling DC, Berndt ER, Kyle MK: Deregulating direct-to-consumer marketing of prescription drugs: effects on prescription and over-the-counter product sales. J Law Econ. 2002, 45: 691-723. 10.1086/368004.CrossRef
57.
go back to reference Trussell J, Stewart F, Potts M, Guest F, Ellertson C: Should oral contraceptives be available without prescription?. Am J Public Health. 1993, 83: 1094-1099. 10.2105/AJPH.83.8.1094.CrossRefPubMedPubMedCentral Trussell J, Stewart F, Potts M, Guest F, Ellertson C: Should oral contraceptives be available without prescription?. Am J Public Health. 1993, 83: 1094-1099. 10.2105/AJPH.83.8.1094.CrossRefPubMedPubMedCentral
58.
go back to reference McGowan ML, Fishman JR, Lambrix MA: Personal genomics and individual identities: motivations and moral imperatives of early users. New Genet Soc. 2010, 29: 261-290. 10.1080/14636778.2010.507485.CrossRefPubMedPubMedCentral McGowan ML, Fishman JR, Lambrix MA: Personal genomics and individual identities: motivations and moral imperatives of early users. New Genet Soc. 2010, 29: 261-290. 10.1080/14636778.2010.507485.CrossRefPubMedPubMedCentral
59.
go back to reference Suh B, Han I: Effect of trust on customer acceptance of Internet banking. Electron Commer R A. 2002, 1: 247-263. 10.1016/S1567-4223(02)00017-0.CrossRef Suh B, Han I: Effect of trust on customer acceptance of Internet banking. Electron Commer R A. 2002, 1: 247-263. 10.1016/S1567-4223(02)00017-0.CrossRef
60.
go back to reference O’Cass A, Fenech T: Web retailing adoption: exploring the nature of Internet users web retailing behavior. J Retailing and Consumer Services. 2003, 10: 81-95. 10.1016/S0969-6989(02)00004-8.CrossRef O’Cass A, Fenech T: Web retailing adoption: exploring the nature of Internet users web retailing behavior. J Retailing and Consumer Services. 2003, 10: 81-95. 10.1016/S0969-6989(02)00004-8.CrossRef
61.
go back to reference Fornell C, Larcker DF: Evaluating structural equation models with unobservable variables and measurement error. J Marketing Research. 1981, 18: 39-50. 10.2307/3151312.CrossRef Fornell C, Larcker DF: Evaluating structural equation models with unobservable variables and measurement error. J Marketing Research. 1981, 18: 39-50. 10.2307/3151312.CrossRef
62.
go back to reference Taylor S, Todd PA: Understanding information technology usage: a test of competing models. Inform Syst Res. 1995, 6: 144-176. 10.1287/isre.6.2.144.CrossRef Taylor S, Todd PA: Understanding information technology usage: a test of competing models. Inform Syst Res. 1995, 6: 144-176. 10.1287/isre.6.2.144.CrossRef
63.
go back to reference Baron RM, Kenny DA: The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986, 51: 1173-1182.CrossRefPubMed Baron RM, Kenny DA: The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J Pers Soc Psychol. 1986, 51: 1173-1182.CrossRefPubMed
64.
go back to reference Henneman L, Timmermans DRM, van der Wal G: Public experiences, knowledge and expectations about medical genetics and the use of genetic information. Community Genet. 2004, 7: 33-43. 10.1159/000080302.PubMed Henneman L, Timmermans DRM, van der Wal G: Public experiences, knowledge and expectations about medical genetics and the use of genetic information. Community Genet. 2004, 7: 33-43. 10.1159/000080302.PubMed
Metadata
Title
Consumers’ intention to use health recommendation systems to receive personalized nutrition advice
Authors
Sonja Wendel
Benedict GC Dellaert
Amber Ronteltap
Hans CM van Trijp
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Health Services Research / Issue 1/2013
Electronic ISSN: 1472-6963
DOI
https://doi.org/10.1186/1472-6963-13-126

Other articles of this Issue 1/2013

BMC Health Services Research 1/2013 Go to the issue