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Individuals’ Attitudes Towards Electronic Health Records: A Privacy Calculus Perspective

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Advances in Healthcare Informatics and Analytics

Part of the book series: Annals of Information Systems ((AOIS,volume 19))

Abstract

National adoption of Electronic Health Records (EHRs) is considered an essential component of the health care system overhaul sought by policy makers and health care professionals, in both U.S. and Europe, to cut costs and increase benefits. And yet, along with the technological aspects, the human factor consistently proves to be a critical component to diffusion of any IT system, and is even more so regarding health care. The highly personal and sensitive nature of health care data and the associated concerns about privacy impede even the most efficient and technologically perfect system. Our objective is to investigate individuals’ attitudes towards EHR and what factors form these attitudes. If we understand individuals’ attitudes regarding EHR and the factors that influence them, we will be in a better position to take responsive measure to facilitate Privacy by Design for EHRs. A positivist research model is empirically tested using survey data from U.S. and Italy and structural equation modeling techniques. We find that perceived effectiveness of regulatory mechanisms positively impact trust; perceived effectiveness of technological mechanisms positively impacts perceived privacy control and trust; the latter two help reduce privacy concerns which, along with perceived benefits, convenience, and Internet experience, play the privacy calculus-type formation of attitudes towards EHR.

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References

  • Agarwal R, Gao G, DesRoches C, Jha AK (2010) The digital transformation of healthcare: current status and the road ahead. Inform Syst Res 21(4):796–809

    Article  Google Scholar 

  • Ajzen I (1991) The theory of planned behavior. Org Behav Hum Decis Process 50(2):179–211

    Article  Google Scholar 

  • Ajzen I, Fishbein M (1980) Understanding attitudes and predicting social behavior. Prentice-Hall, Englewood Cliffs

    Google Scholar 

  • Alonso-Zaldivar R (2009) U.S. health care lags in bang for the buck. San Francisco Chronicle, March 12, p. 1

    Google Scholar 

  • Angst MC, Agarwal R (2006a) Overcoming personal barriers to adoption when technology enables information to be available to others. In: Proceedings of 27th international conference on information systems, Milwaukee

    Google Scholar 

  • Angst MC, Agarwal R (2006b) Getting personal about electronic health records: modeling the beliefs of personal health record users and non-users. Working Paper, Robert H. Smith School Research Paper No. RHS-06-007. Available at SSRN: http://ssrn.com/abstract=902904

  • Angst MC, Agarwal R (2009) Adoption of electronic health records in the presence of privacy concerns: the elaboration likelihood model and individual persuasion. MIS Quarterly 33(2):339–370

    Google Scholar 

  • Bandura A (1982) Self-efficacy mechanism in human agency. Am Psychol 37:122–147

    Article  Google Scholar 

  • Bandura A (1986) Social foundations of thought and action. Prentice-Hall, Englewood Cliffs

    Google Scholar 

  • Bansal G, Zahedi F, Gefen D (2007) The impact of personal dispositions on privacy and trust in disclosing health information online. In: Proceedings of AMCIS, Paper 57. http://aisel.aisnet.org/amcis2007/57

  • Bansal G, Zahedi FM, Gefen D (2010) The impact of personal dispositions on information sensitivity, privacy concern and trust in disclosing health information online. Decis Support Syst 49:138–150

    Article  Google Scholar 

  • Beatty RC, Shim JP, Jones MC (2001) Factors influencing corporate Web site adoption: a time-based assessment. Inform Manage 38(6):337–354

    Article  Google Scholar 

  • Bishop LS, Holmes BJ, Kelley CM (2005) National Consumer Health Privacy Survey 2005. California Health Care Foundation, Oakland. http://ehealth.chcf.org/topics/view.cfm?itemID=115694

  • Bodenheimer T, Grumbach K (2003) Electronic technology: a spark to revitalize primary care? J Am Med Assoc 290(2):259–264

    Article  Google Scholar 

  • Cantor JD (2001) Privacy protections for cybercharts: an update on the law. J Am Med Assoc 285(13):1767

    Article  Google Scholar 

  • Caudill ME, Murphy EP (2000) 2000 consumer online privacy: legal and ethical issues. J Public Policy Mark 19(1):7–19

    Article  Google Scholar 

  • Chellappa RK, Sin RG (2005) Personalization versus privacy: an empirical examination of the online consumer’s dilemma. Inform Technol Manage 6(2):181–202

    Article  Google Scholar 

  • Childers TL, Carr CL, Peck J, Carson S (2001) Hedonic and utilitarian motivations for online retail shopping behavior. J Retail 77(4):511–535

    Article  Google Scholar 

  • Choy A, Goldman J (2001) Comparing eHealth Privacy Initiatives, Health Privacy Project. Georgetown University. http://www.chcf.org/topics/view.cfm?itemID=12739

  • Choy A, Hudson Z, Pritts J (2002) Exposed online: why the new federal health privacy regulation doesn’t offer much protection to internet users, the Pew Internet and American Life Project. http://medicalrecordrights.georgetown.edu/publications.html

  • Cimino JJ, Patel VL, Kushniruk AWT (2002) The patient clinical information system (PatCIS): technical solutions for and experience with giving patients access to their electronic medical records. Int J Med Inform 68(1–3):113–127

    Article  Google Scholar 

  • Culnan MJ (1993) ‘How did they get my name’? An exploratory investigation of consumer attitudes toward secondary information use. MIS Quarterly 17(3):341–364

    Article  Google Scholar 

  • Culnan MJ, Armstrong PK (1999) Information privacy concerns, procedural fairness and impersonal trust: an empirical investigation. Organ Sci 10(1):104–115

    Article  Google Scholar 

  • Culnan MJ, Bies JR (2003) Consumer privacy: balancing economic and justice considerations. J Soc Issues 59(2):323–342

    Article  Google Scholar 

  • Dan JK, Ferrin DL, Rao HR (2008) A trust-based consumer decision-making model in electronic commerce: the role of trust, perceived risk, and their antecedents. Decis Support Syst 44:544–564

    Article  Google Scholar 

  • Dinev T, Hart P (2004) Internet privacy concerns and their antecedents—measurement validity and a regression model. Behav Inform Technol 23(6):413–423

    Article  Google Scholar 

  • Dinev T, Hart P (2006) An extended privacy calculus model for e-commerce transactions. Inform Syst Res 17(1):61–80

    Article  Google Scholar 

  • Dinev T, Bellotto M, Hart P, Russo V, Serra I, Colautti C (2006) Privacy calculus model in e-commerce—a study of Italy and the United States. Eur J Inform Syst 15(4):389–402

    Article  Google Scholar 

  • Dinev T, Hu Q, Yayla A (2008) Is there an online advertisers’ dilemma? A study of click fraud in the pay-per-click model. Int J Electron Commerce 13(2):29–59

    Article  Google Scholar 

  • Dixon P (2005) Electronic health records and the National Health Information Network: patient choice, privacy, and security in digitized environments, presented before The National Committee on Vital and Health Statistics (NCVHS) Subcommittee on privacy and confidentiality, San Francisco, CA, August 2005. http://www.worldprivacyforum.org/pdf/pamdixonNCVHStestimonyfinal.pdf

  • Earp JB, Payton FC (2006) Information privacy in the service sector: an exploratory study of health care and banking professionals. J Organ Comput Electron Comm 16(2):105–122

    Google Scholar 

  • Faden RR, Beauchamp LT, King PMN (1986) A history and theory of informed consent. Oxford University Press, New York

    Google Scholar 

  • Forsythe S, Liu CL, Shannon D, Gardner LC (2006) Development of a scale to measure the perceived benefits and risks of online shopping. J Interact Market 20(2):55–75

    Article  Google Scholar 

  • Gazzetta Ufficiale (2009) Garante per la protezione dei dati personali. Linee guida in tema di Fascicolo sanitario elettronico (Fse) e di dossier sanitario—16 luglio 2009. n. 178 03-08-2009. http://www.garanteprivacy.it/garante/doc.jsp?ID=1634116

  • Gefen D, Straub DW, Boudreau MC (2000) Structural equation modeling and regression: guidelines for research practice. Commun Assoc Inform Syst 4(7):1–78

    Google Scholar 

  • Goodwin C (1991) Privacy: recognition of a consumer right. J Public Policy Mark 10(1):149–166

    Google Scholar 

  • HHS (2006) Personal health records and personal health record systems: a report and recommendations from the National Committee on Vital and Health Statistics. Department of Health and Human Services, Washington DC, February, 2006. http://www.ncvhs.hhs.gov/0602nhiirpt.pdf

  • Harris AF (2002) Interactive and Westin, The Harris Poll: #46. Harris Interactive, New York

    Google Scholar 

  • Hu X, Wu G, Wu Y, Zhang H (2010) The effects of Web assurance seals on consumers’ initial trust in an online vendor: a functional perspective. Decis Support Syst 48:407–418

    Article  Google Scholar 

  • Iacovou CL, Benbasat I, Dexter AS (1995) Electronic data interchange and small organizations: adoption and impact of technology. MIS Quarterly 19(4):465–485

    Article  Google Scholar 

  • Jarvenpaa SL, Tractinsky N, Vitale M (2000) Consumer trust in an internet store. Inform Technol Manage 1(12):45–71

    Article  Google Scholar 

  • Johnson LJ, Cullen BJ (2002) Trust in cross-cultural relationships. In: Gannon MJ, Newman KL (eds) The Blackwell handbook of cross-cultural management. Blackwell, Oxford, pp 335–360

    Google Scholar 

  • Karahanna E, Evaristo JR, Strite M (2002) Methodological issues in MIS cross cultural research. J Global Inform Manage 10:13–23

    Article  Google Scholar 

  • Kauffman T (2006) Your health records online: OPM: benefits will outweigh risks. FederalTimes.com, May 15 2006. http://federaltimes.com/index.php?S=1771146

  • Kidd MR (2008) Personal electronic health records: MySpace or HealthSpace? Br Med J 336:1029–1030

    Article  Google Scholar 

  • Landro L (2004) Electronic medical records are taking root locally. Wall Street J 22:D1

    Google Scholar 

  • Laufer RS, Wolfe M (1977) Privacy as a concept and a social issue: a multidimensional developmental theory. J Soc Issues 33(3):22–42

    Article  Google Scholar 

  • Liu CL (2007) Modeling consumer adoption of the internet as a shopping medium: an integrated perspective. Cambria, Youngstown

    Google Scholar 

  • Lo B, Clayton P, Crowley J, Glaser J, Hunter N, Koss S, Koyanagi C, Nielsen J, Shelton L, Van Amringe M (1999) Best principles for health privacy. Report for the Health Privacy Project, Georgetown University. http://www.healthprivacy.org/usr_doc/33807.pdf

  • Luck J, Chang C, Brown ER, Lumpkin J (2006) Using local health information to promote public health. Health Aff 25(4):979–991

    Article  Google Scholar 

  • Masys D, Baker D, Butros A, Cowles KE (2002) Giving patients access to their medical records via the internet: the PCASSO experience. J Am Med Inform Assoc 9(2):181–191

    Article  Google Scholar 

  • Mayer RC, Davis JH, Schoorman FD (1995) An integrative model of organizational trust. Academy Manage Rev 20(3):709–734

    Google Scholar 

  • MacKay N, Parent M, Gemino A (2004) A model of electronic commerce adoption by small voluntary organizations. Eur J Inform Syst 13(2):147–159

    Article  Google Scholar 

  • McKnight DH, Choudhury V, Kacmar C (2002) Developing and validating trust measures for e-commerce: an integrative typology. Inform Syst Res 13(3):334–359

    Article  Google Scholar 

  • Miller AR, Tucker C (2009) Privacy protection and technology diffusion: the case of electronic medical records. Manage Sci 55(7):1077–1093

    Article  Google Scholar 

  • Milne GR, Boza ME (1999) Trust and concern in consumers’ perceptions of marketing information management practices. J Interact Market 13(1):5–24

    Article  Google Scholar 

  • Milne GR, Gordon EM (1993) Direct mail privacy-efficiency trade-offs within an implied social contract framework. J Public Policy Mark 12(2):206–215

    Google Scholar 

  • Moffit R, Manière P, Green DG, Belien P, Hjertqvist J, Breyer F (2001) Perspectives on the European health care systems: some lessons for America. Heritage Lecture #711. http://www.heritage.org/Research/Health care/HL711.cfm

  • Pagliari C, Detmer D, Singleton P (2007) Potential of electronic personal health records. Br Med J 335:330–333

    Article  Google Scholar 

  • Pavlou PA, Fygenson M (2006) Understanding and predicting electronic commerce adoption: an extension of the theory of planned behavior. MIS Quarterly 30(1):115–143

    Google Scholar 

  • Pavlou PA, Gefen D (2004) Building effective online marketplaces with institution-based trust. Inform Syst Res 15(1):37–59

    Article  Google Scholar 

  • Phelps J, Nowak G, Ferrell E (2000) Privacy concerns and consumer willingness to provide personal information. J Public Policy Market 19(1):27–41

    Article  Google Scholar 

  • Rindfleish TC (1997) Privacy, information technology, and health care. Commun ACM 40(8):92–100

    Article  Google Scholar 

  • Ringle CM, Wende S, Will S (2005) SmartPLS 2.0, Hamburg, Germany. http://www.smartpls.de

  • Sheehan KB, Hoy GM (2000) Dimensions of privacy concern among online consumers. J Public Policy Market 19(1):62–73

    Article  Google Scholar 

  • Skinner EA, Chapman M, Baltes PB (1988) Control, means-ends, and agency believes: a new conceptualization and its measurement during childhood. J Personality Social Psychol 54:117–133

    Article  Google Scholar 

  • Shortliffe EH (1999) The evolution of electronic medical records. Acad Med 74(4):414–419

    Article  Google Scholar 

  • Smith HJ, Milberg JS, Burke JS (1996) Information privacy: measuring individuals’ concerns about organizational practices. MIS Quarterly 20(2):167–196

    Article  Google Scholar 

  • Song J, Zahedi FM (2007) Trust in health infomediaries. Decis Support Syst 43:390–407

    Article  Google Scholar 

  • Spiro WG, Houghteling LJ (1981) The dynamics of law, 2nd edn. Harcourt Brace Jovanovich, New York, pp 2–10

    Google Scholar 

  • Stewart KA, Segars AH (2002) An empirical examination of the concern for information privacy instrument. Inform Syst Res 13(1):36–49

    Article  Google Scholar 

  • Stone EF, Gueutal GH, Gardner DG, McClure S (1983) A field experiment comparing information—privacy values, beliefs, and attitudes across several types of organizations. J Appl Psychol 68(3):459–468

    Article  Google Scholar 

  • Stone EF, Stone DL (1990) Privacy in organizations: theoretical issues, research findings, and protection mechanisms. Res Personnel Human Resources Manage 8(3):349–411

    Google Scholar 

  • Taylor S, Todd PA (1995) Understanding information technology usage: a test of competing models. Inform Syst Res 6(3):144–176

    Article  Google Scholar 

  • Teo TSH, Yeong YD (2003) Assessing the consumer decision process in the digital marketplace. Omega—Int J Manage Sci 31(5):349–363

    Article  Google Scholar 

  • Tittle CR (1980) Sanctions and social deviance: the question of deterrence. Praeger, New York

    Google Scholar 

  • TSE (2005) Tavolo di Sanità Elettronica—Italian National Board for eHealth. A shared policy for e-Health. http://www.sanitaelettronica.gov.it/se/documenti/TSE-A_Policy_for_eHealth-ENG-DEF.pdf

  • TSE (2006) Tavolo di Sanità Elettronica—Italian National Board for eHealth, Architectural Strategy for Electronic Health care. http://www.sanitaelettronica.gov.it/se/documenti/TSE_IBSE_Architectural_Strategy-ENG-DEF.pdf

  • Venkatesh V, Morris MG, Davis GB, Davis FD (2003) User acceptance of information technology: toward a unified view. MIS Quarterly 27(3):425–478

    Google Scholar 

  • Westin AF (2003) Social and political dimensions of privacy. J Soc Issues 59(2):431

    Article  Google Scholar 

  • Wetzels M, Odenkerken-Schroder G, van Oppen C (2009) Using PLS path modeling for assessing hierarchical construct models: guidelines and empirical illustration. MIS Quarterly 33(1):117–195

    Google Scholar 

  • Xin L, Li H, Zhang J, Shim JP (2010) Examining multi-dimensional trust and multi-faceted risk in initial acceptance of emerging technologies: an empirical study of mobile banking services. Decis Support Syst 49:222–234

    Article  Google Scholar 

  • Xu H (2007) The effects of self-construal and perceived control on privacy concerns. In: Proceedings of the 28th annual international conference on information systems (ICIS 2007), Montréal, Canada, Paper 125

    Google Scholar 

  • Xu H, Teo HH (2004) Alleviating consumer’s privacy concern in location-based services: a psychological control perspective. In: Proceedings of the twenty-fifth annual international conference on information Systems (ICIS 2004), Washington, DC, pp 793–806

    Google Scholar 

  • Xu H, Teo HH, Tan BCY (2005) Predicting the adoption of location-based services: the roles of trust and privacy risk. In: Proceedings of 26th annual international conference on information systems (ICIS 2005) Las Vegas, pp 897–910

    Google Scholar 

  • Xu H, Dinev T, Smith J, Hart P (2008) Examining the formation of individual’s privacy concerns: toward an integrative view. In: Proceedings of the international conference of information systems (ICIS 2008), Paris, Paper 6

    Google Scholar 

  • Xu H, Teo HH, Tan BCY, Agarwal R (2009) The role of Push-Pull technology in privacy calculus: the case of location-based services. J Manage Inform Syst 26(3):137–176

    Article  Google Scholar 

  • Xu, H., Teo, H. H., Tan, B.C.Y., and Agarwal, R. (2012). Effects of Individual Self-Protection, Industry Self-Regulation, and Government Regulation on Privacy Concerns: A Study of Location-Based Services, Information Systems Research, 23(4): 1342–1363.

    Article  Google Scholar 

  • Yamaguchi S (2001) Culture and control orientations. In: Matsumoto D (ed) The handbook of culture and psychology. Oxford University Press, New York, pp 223–243

    Google Scholar 

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Correspondence to Tamara Dinev Ph.D. .

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Appendices

Appendix 1: Survey Instrument. All Items Were Measured on 5-Point Lickert Scale, Lowest “Completely Disagree” to Highest—“Completely Agree” Unless Specified Otherwise

  

Item (Indicate to what extent you agree with the following:)

Construct

Code

Bold items were used in the model test

Attitude toward EHR

ATT

att1

I believe it is a good idea to have electronic health records

 

att2

I believe that electronic health records is a good thing to do

 

att3

I have a favorable opinion about electronic health records

Convenience

CO

co1

My own online medical record would help me get all my doctors on the same page when they treat me

co2

I’d like to have all my health information in one place—and get to it with the click of a mouse

co3

I can access my bank account online. Why not my medical records?

co4

I’ve often felt the health care system has all the power. Having my own online health record seems to even it out a little bit

co5

I’m tired of playing ‘telephone tag’ with doctors and filling out the same forms. Why can’t I do some of this stuff online?

  

Item (Indicate to what extent you agree with the following:)

Construct

Code

Bold items were used in the model test

Perceived privacy control

CTRL

ctrl1

I think I will have control over what personal information is released by the electronic health records systems

ctrl2

I believe I will have control over who can get access to my personal information collected by the electronic health records systems

ctrl3

I believe I will have control over how personal information is used by the electronic health records systems

ctrl4

In general, I believe I will be able to control my personal information provided to health care

ctrl5

I believe I will have control over the amount of my personal information collected by the electronic health records systems

Satisfaction with current health care

LIKE

like1

I like our current health care system

 

like2

I believe the current health care system is good enough

Privacy concerns—collection

PCONC

pconc1

It usually bothers me when health care entities ask me for personal information.

pconc2

When health care entities ask me for personal information, I sometimes think twice before providing it

pconc3

It bothers me to give personal information to so many health care entities

pconc4

I’m concerned that health care entities are collecting too much personal information about me

Privacy concerns—errors

PCONE

pcone1

All the personal information in computer database should be double-checked for accuracy—no matter how much this costs

pcone2

Health care entities should take more steps to make sure that the personal information in their files is accurate

pcone3

Health care entities should have better procedures to correct errors in personal information

pcone4

Health care entities should devote more time and effort to verifying the accuracy of the personal information in their databases

Privacy concerns—unauthorized access

PCONUA

pconua1

Health care entities should devote more time and effort to preventing unauthorized access to personal information

pconua2

Computer databases that contain personal information should be protected from unauthorized access no matter how much it costs

pconua3

Health care entities should take more steps to make sure that unauthorized people cannot access personal information in their computers

  

Item (Indicate to what extent you agree with the following:)

Construct

Code

Bold items were used in the model test

Privacy concerns—secondary use

PCONSU

pconsu1

Health care entities should not use personal information for any purpose unless it has been authorized by the individuals who provided the information

pconsu2

When people give personal information to a company for some reason, the company should never use the information for any other reason

pconsu3

Health care entities should never sell the personal information in their computer databases to other health care entities

pconsu4

Health care entities should never share personal information with other health care entities unless it has been authorized by the patient who provided the information

Perceived benefits

PERBEN

perben1

I believe that it is beneficial for me to have my health records electronically

perben2

I believe electronic health records will improve health care

perben3

Electronic health records will generate positive results for the health care in our society

Perceived effectiveness of regulatory mechanisms

REGUL

regul1

I believe that the law is effective in protecting me from misuse of my personal electronic health care data

regul2

I believe that the law effectively governs the practice of how my electronic health care records are collected, used, and protected

regul3

I believe that the current regulations are able to address violations in usage of my electronic health care records

Perceived effectiveness of technological mechanisms

TECHN

techn1

I think that the electronic health records will use effective technologies

techn2

I think that the electronic health records will use reliable technologies

techn3

I think that there are a lot of good technologies that will help the electronic health records

Trust

trust1

I think that electronic health records are dependable

trust2

I think that electronic health records are trustworthy

trust3

I trust that electronic health records provide good service

Health status

HS

hs

In general, would you say your health is (Poor—Excellent)

Experience with internet

EXP

 

How frequently did you use the Internet for the following activities (Never-Always)

exp1

Shopped or purchased something

exp2

Made travel arrangements or bought an airline ticket

exp3

Paid bills or managed financial accounts

Appendix 2: Structural Model for U.S. and Italy

figure a

Notes: Path coefficients’ statistical significance: *p < .05; **p < .01, NS not significant, bold arrow significant path, dashed arrow insignificant path

figure b

Notes: Path coefficients’ statistical significance: *p < .05; **p < .01, NS not significant; bold arrow significant path, dashed arrow—insignificant path

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Dinev, T., Albano, V., Xu, H., D’Atri, A., Hart, P. (2016). Individuals’ Attitudes Towards Electronic Health Records: A Privacy Calculus Perspective. In: Gupta, A., Patel, V., Greenes, R. (eds) Advances in Healthcare Informatics and Analytics. Annals of Information Systems, vol 19. Springer, Cham. https://doi.org/10.1007/978-3-319-23294-2_2

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