Skip to main content
Top
Published in: The Patient - Patient-Centered Outcomes Research 2/2014

01-06-2014 | Systematic Review

Risk as an Attribute in Discrete Choice Experiments: A Systematic Review of the Literature

Authors: Mark Harrison, Dan Rigby, Caroline Vass, Terry Flynn, Jordan Louviere, Katherine Payne

Published in: The Patient - Patient-Centered Outcomes Research | Issue 2/2014

Login to get access

Abstract

Background

Discrete choice experiments (DCEs) are used to elicit preferences of current and future patients and healthcare professionals about how they value different aspects of healthcare. Risk is an integral part of most healthcare decisions. Despite the use of risk attributes in DCEs consistently being highlighted as an area for further research, current methods of incorporating risk attributes in DCEs have not been reviewed explicitly.

Objectives

This study aimed to systematically identify published healthcare DCEs that incorporated a risk attribute, summarise and appraise methods used to present and analyse risk attributes, and recommend best practice regarding including, analysing and transparently reporting the methodology supporting risk attributes in future DCEs.

Data Sources

The Web of Science, MEDLINE, EMBASE, PsycINFO and Econlit databases were searched on 18 April 2013 for DCEs that included a risk attribute published since 1995, and on 23 April 2013 to identify studies assessing risk communication in the general (non-DCE) health literature.

Study Eligibility Criteria

Healthcare-related DCEs with a risk attribute mentioned or suggested in the title/abstract were obtained and retained in the final review if a risk attribute meeting our definition was included.

Study Appraisal and Synthesis Methods

Extracted data were tabulated and critically appraised to summarise the quality of reporting, and the format, presentation and interpretation of the risk attribute were summarised.

Results

This review identified 117 healthcare DCEs that incorporated at least one risk attribute. Whilst there was some evidence of good practice incorporated into the presentation of risk attributes, little evidence was found that developing methods and recommendations from other disciplines about effective methods and validation of risk communication were systematically applied to DCEs. In general, the reviewed DCE studies did not thoroughly report the methodology supporting the explanation of risk in training materials, the impact of framing risk, or exploring the validity of risk communication.

Limitations

The primary limitation of this review was that the methods underlying presentation, format and analysis of risk attributes could only be appraised to the extent that they were reported.

Conclusions

Improvements in reporting and transparency of risk presentation from conception to the analysis of DCEs are needed. To define best practice, further research is needed to test how the process of communicating risk affects the way in which people value risk attributes in DCEs.
Appendix
Available only for authorised users
Literature
1.
go back to reference Ryan M, Gerard K. Using discrete choice experiments to value health care programmes: current practice and future research reflections. Appl Health Econ Health Policy. 2003;2(1):55–64.PubMed Ryan M, Gerard K. Using discrete choice experiments to value health care programmes: current practice and future research reflections. Appl Health Econ Health Policy. 2003;2(1):55–64.PubMed
2.
go back to reference Tversky A, Wakker P. Risk attitudes and decision weights. Econometrica. 1995;63(6):1255–80. Tversky A, Wakker P. Risk attitudes and decision weights. Econometrica. 1995;63(6):1255–80.
3.
go back to reference Hammitt JK, Graham JD. Willingness to pay for health protection: inadequate sensitivity to probability? J Risk Uncertainty. 1999;18(1):33–62. Hammitt JK, Graham JD. Willingness to pay for health protection: inadequate sensitivity to probability? J Risk Uncertainty. 1999;18(1):33–62.
4.
go back to reference Visschers VHM, Meertens RM, Passchier WWF, de Vries NNK. Probability information in risk communication: a review of the research literature. Risk Anal. 2009;29(2):267–87.PubMed Visschers VHM, Meertens RM, Passchier WWF, de Vries NNK. Probability information in risk communication: a review of the research literature. Risk Anal. 2009;29(2):267–87.PubMed
5.
go back to reference Lipkus IM. Numeric, verbal, and visual formats of conveying health risk: suggested best practices and future recommendations. Med Decis Making. 2007;27(5):696–713.PubMed Lipkus IM. Numeric, verbal, and visual formats of conveying health risk: suggested best practices and future recommendations. Med Decis Making. 2007;27(5):696–713.PubMed
6.
go back to reference Peters E, Hart PS, Fraenkel L. Informing patients: the influence of numeracy, framing, and format of side effect information on risk perceptions. Med Decis Making. 2011;31(3):432–6.PubMed Peters E, Hart PS, Fraenkel L. Informing patients: the influence of numeracy, framing, and format of side effect information on risk perceptions. Med Decis Making. 2011;31(3):432–6.PubMed
7.
go back to reference Corso PS, Hammitt JK, Graham JD. Valuing mortality-risk reduction: using visual aids to improve the validity of contingent valuation. J Risk Uncertainty. 2001;23(2):165–84. Corso PS, Hammitt JK, Graham JD. Valuing mortality-risk reduction: using visual aids to improve the validity of contingent valuation. J Risk Uncertainty. 2001;23(2):165–84.
8.
go back to reference Lancsar E, Louviere J. Conducting discrete choice experiments to inform healthcare decision making. Pharmacoeconomics. 2008;26(8):661–77.PubMed Lancsar E, Louviere J. Conducting discrete choice experiments to inform healthcare decision making. Pharmacoeconomics. 2008;26(8):661–77.PubMed
9.
go back to reference Louviere JJ, Lancsar E. Choice experiments in health: the good, the bad, the ugly and toward a brighter future. Health Econ Policy Law. 2009;4(4):527–46.PubMed Louviere JJ, Lancsar E. Choice experiments in health: the good, the bad, the ugly and toward a brighter future. Health Econ Policy Law. 2009;4(4):527–46.PubMed
10.
go back to reference de Bekker-Grob EW, Ryan M, Gerard K. Discrete choice experiments in health economics: a review of the literature. Health Econ. 2012;21(2):145–72.PubMed de Bekker-Grob EW, Ryan M, Gerard K. Discrete choice experiments in health economics: a review of the literature. Health Econ. 2012;21(2):145–72.PubMed
11.
go back to reference Bridges JF, Hauber AB, Marshall D, Lloyd A, Prosser LA, Regier DA, et al. Conjoint analysis applications in health—a checklist: a report of the ISPOR Good Research Practices for Conjoint Analysis Task Force. Value Health. 2011;14(4):403–13.PubMed Bridges JF, Hauber AB, Marshall D, Lloyd A, Prosser LA, Regier DA, et al. Conjoint analysis applications in health—a checklist: a report of the ISPOR Good Research Practices for Conjoint Analysis Task Force. Value Health. 2011;14(4):403–13.PubMed
12.
go back to reference Johnson FR, Lancsar E, Marshall D, Kilambi V, Muhlbacher A, Regier DA, et al. Constructing experimental designs for discrete-choice experiments: report of the ISPOR Conjoint Analysis Experimental Design Good Research Practices Task Force. Value Health. 2013;16(1):3–13. Johnson FR, Lancsar E, Marshall D, Kilambi V, Muhlbacher A, Regier DA, et al. Constructing experimental designs for discrete-choice experiments: report of the ISPOR Conjoint Analysis Experimental Design Good Research Practices Task Force. Value Health. 2013;16(1):3–13.
13.
go back to reference Johansson P. Evaluating health risks: an economic approach. 1st ed. Cambridge: Cambridge University Press; 1995. Johansson P. Evaluating health risks: an economic approach. 1st ed. Cambridge: Cambridge University Press; 1995.
14.
go back to reference Cameron TA, DeShazo JR, Johnson EH. The effect of children on adult demands for health-risk reductions. J Health Econ. 2010;29(3):364–76.PubMed Cameron TA, DeShazo JR, Johnson EH. The effect of children on adult demands for health-risk reductions. J Health Econ. 2010;29(3):364–76.PubMed
15.
go back to reference Tsuge T, Kishimoto A, Takeuchi K. A choice experiment approach to the valuation of mortality. J Risk Uncertainty. 2005;31(1):73–95. Tsuge T, Kishimoto A, Takeuchi K. A choice experiment approach to the valuation of mortality. J Risk Uncertainty. 2005;31(1):73–95.
16.
go back to reference Tinetti ME, McAvay GJ, Fried TR, Allore HG, Salmon JC, Foody JM, et al. Health outcome priorities among competing cardiovascular, fall injury, and medication-related symptom outcomes. J Am Geriatr Soc. 2008;56(8):1409–16.PubMedCentralPubMed Tinetti ME, McAvay GJ, Fried TR, Allore HG, Salmon JC, Foody JM, et al. Health outcome priorities among competing cardiovascular, fall injury, and medication-related symptom outcomes. J Am Geriatr Soc. 2008;56(8):1409–16.PubMedCentralPubMed
17.
go back to reference Pignone MP, Howard K, Brenner AT, Crutchfield TM, Hawley ST, Lewis CL, et al. Comparing 3 techniques for eliciting patient values for decision making about prostate-specific antigen screening: a randomized controlled trial. JAMA Int Med. 2013;173(5):11. Pignone MP, Howard K, Brenner AT, Crutchfield TM, Hawley ST, Lewis CL, et al. Comparing 3 techniques for eliciting patient values for decision making about prostate-specific antigen screening: a randomized controlled trial. JAMA Int Med. 2013;173(5):11.
18.
go back to reference Tinetti ME, McAvay GJ, Fried TR, Foody JM, Bianco L, Ginter S, et al. Development of a tool for eliciting patient priority from among competing cardiovascular disease, medication-symptoms, and fall injury outcomes. J Am Geriatr Soc. 2008;56(4):730–6.PubMedCentralPubMed Tinetti ME, McAvay GJ, Fried TR, Foody JM, Bianco L, Ginter S, et al. Development of a tool for eliciting patient priority from among competing cardiovascular disease, medication-symptoms, and fall injury outcomes. J Am Geriatr Soc. 2008;56(4):730–6.PubMedCentralPubMed
19.
go back to reference Oteng B, Marra F, Lynd LD, Ogilvie G, Patrick D, Marra CA. Evaluating societal preferences for human papillomavirus vaccine and cervical smear test screening programme. Sex Transm Infect. 2011;87(1):52–7.PubMed Oteng B, Marra F, Lynd LD, Ogilvie G, Patrick D, Marra CA. Evaluating societal preferences for human papillomavirus vaccine and cervical smear test screening programme. Sex Transm Infect. 2011;87(1):52–7.PubMed
20.
go back to reference Sweeting KR, Whitty JA, Scuffham PA, Yelland MJ. Patient preferences for treatment of achilles tendon pain: results from a discrete-choice experiment. Patient. 2011;4(1):45–54.PubMed Sweeting KR, Whitty JA, Scuffham PA, Yelland MJ. Patient preferences for treatment of achilles tendon pain: results from a discrete-choice experiment. Patient. 2011;4(1):45–54.PubMed
21.
go back to reference Pignone MP, Brenner AT, Hawley S, Sheridan SL, Lewis CL, Jonas DE, et al. Conjoint analysis versus rating and ranking for values elicitation and clarification in colorectal cancer screening. J Gen Int Med. 2012;27(1):45–50. Pignone MP, Brenner AT, Hawley S, Sheridan SL, Lewis CL, Jonas DE, et al. Conjoint analysis versus rating and ranking for values elicitation and clarification in colorectal cancer screening. J Gen Int Med. 2012;27(1):45–50.
22.
go back to reference Laba TL, Brien JA, Jan S. Understanding rational non-adherence to medications: a discrete choice experiment in a community sample in Australia. BMC Family Practice. 2012;13:61.PubMedCentralPubMed Laba TL, Brien JA, Jan S. Understanding rational non-adherence to medications: a discrete choice experiment in a community sample in Australia. BMC Family Practice. 2012;13:61.PubMedCentralPubMed
23.
go back to reference Boeri M, Longo A, Grisolia JM, Hutchinson WG, Kee F. The role of regret minimisation in lifestyle choices affecting the risk of coronary heart disease. J Health Econ. 2013; 32(1):253–60. Boeri M, Longo A, Grisolia JM, Hutchinson WG, Kee F. The role of regret minimisation in lifestyle choices affecting the risk of coronary heart disease. J Health Econ. 2013; 32(1):253–60.
24.
go back to reference Kauf TL, Mohamed AF, Hauber AB, Fetzer D, Ahmad A. Patients’ willingness to accept the risks and benefits of new treatments for chronic hepatitis C virus infection. Patient. 2012;5(4):265–78.PubMedCentralPubMed Kauf TL, Mohamed AF, Hauber AB, Fetzer D, Ahmad A. Patients’ willingness to accept the risks and benefits of new treatments for chronic hepatitis C virus infection. Patient. 2012;5(4):265–78.PubMedCentralPubMed
25.
go back to reference Guo N, Marra CA, FitzGerald JM, Elwood RK, Anis AH, Marra F. Patient preference for latent tuberculosis infection preventive treatment: a discrete choice experiment. Value Health. 2011;14(6):937–43.PubMed Guo N, Marra CA, FitzGerald JM, Elwood RK, Anis AH, Marra F. Patient preference for latent tuberculosis infection preventive treatment: a discrete choice experiment. Value Health. 2011;14(6):937–43.PubMed
26.
go back to reference Scalone L, Watson V, Ryan M, Kotsopoulos N, Patel R. Evaluation of patients’ preferences for genital herpes treatment. Sex Transm Dis. 2011;38(9):802–7.PubMed Scalone L, Watson V, Ryan M, Kotsopoulos N, Patel R. Evaluation of patients’ preferences for genital herpes treatment. Sex Transm Dis. 2011;38(9):802–7.PubMed
27.
go back to reference de Bekker-Grob EW, Rose JM, Donkers B, Essink-Bot M-L, Bangma CH, Steyerberg EW. Men’s preferences for prostate cancer screening: a discrete choice experiment. Br J Cancer. 2013;108(3):19. de Bekker-Grob EW, Rose JM, Donkers B, Essink-Bot M-L, Bangma CH, Steyerberg EW. Men’s preferences for prostate cancer screening: a discrete choice experiment. Br J Cancer. 2013;108(3):19.
28.
go back to reference Vlemmix F, Kuitert M, Bais J, Opmeer B, van der Post J, Mol BW, et al. Patient’s willingness to opt for external cephalic version. J Psychosom Obstet Gynecol. 2013;34(1):15–21. Vlemmix F, Kuitert M, Bais J, Opmeer B, van der Post J, Mol BW, et al. Patient’s willingness to opt for external cephalic version. J Psychosom Obstet Gynecol. 2013;34(1):15–21.
29.
go back to reference Damen TH, de Bekker-Grob EW, Mureau MA, Menke-Pluijmers MB, Seynaeve C, Hofer SO, et al. Patients’ preferences for breast reconstruction: a discrete choice experiment. J Plastic Reconstruct Aesthet Surg. 2011;64(1):75–83. Damen TH, de Bekker-Grob EW, Mureau MA, Menke-Pluijmers MB, Seynaeve C, Hofer SO, et al. Patients’ preferences for breast reconstruction: a discrete choice experiment. J Plastic Reconstruct Aesthet Surg. 2011;64(1):75–83.
30.
go back to reference Regier DA, Diorio C, Ethier MC, Alli A, Alexander S, Boydell KM, et al. Discrete choice experiment to evaluate factors that influence preferences for antibiotic prophylaxis in pediatric oncology. PLoS One. 2012;7(10):e47470.PubMedCentralPubMed Regier DA, Diorio C, Ethier MC, Alli A, Alexander S, Boydell KM, et al. Discrete choice experiment to evaluate factors that influence preferences for antibiotic prophylaxis in pediatric oncology. PLoS One. 2012;7(10):e47470.PubMedCentralPubMed
31.
go back to reference Marti J. Assessing preferences for improved smoking cessation medications: a discrete choice experiment. Eur J Health Econ. 2012;13(5):533–48.PubMed Marti J. Assessing preferences for improved smoking cessation medications: a discrete choice experiment. Eur J Health Econ. 2012;13(5):533–48.PubMed
32.
go back to reference Tinelli M, Ozolins M, Bath-Hextall F, Williams HC. What determines patient preferences for treating low risk basal cell carcinoma when comparing surgery vs imiquimod? A discrete choice experiment survey from the SINS trial. BMC Dermatol. 2012;12:19.PubMedCentralPubMed Tinelli M, Ozolins M, Bath-Hextall F, Williams HC. What determines patient preferences for treating low risk basal cell carcinoma when comparing surgery vs imiquimod? A discrete choice experiment survey from the SINS trial. BMC Dermatol. 2012;12:19.PubMedCentralPubMed
33.
go back to reference Johnson FR, Manjunath R, Mansfield CA, Clayton LJ, Hoerger TJ, Zhang P. High-risk individuals’ willingness to pay for diabetes risk-reduction programs. Diabetes Care. 2006;29(6):1351–6.PubMed Johnson FR, Manjunath R, Mansfield CA, Clayton LJ, Hoerger TJ, Zhang P. High-risk individuals’ willingness to pay for diabetes risk-reduction programs. Diabetes Care. 2006;29(6):1351–6.PubMed
34.
go back to reference Doyle S, Lloyd A, Birt J, Curtis B, Ali S, Godbey K, et al. Willingness to pay for obesity pharmacotherapy. Obesity. 2012;20(10):2019–26.PubMed Doyle S, Lloyd A, Birt J, Curtis B, Ali S, Godbey K, et al. Willingness to pay for obesity pharmacotherapy. Obesity. 2012;20(10):2019–26.PubMed
35.
go back to reference Fiebig DG, Knox S, Viney R, Haas M, Street DJ. Preferences for new and existing contraceptive products. Health Econ. 2011;20 Suppl 1:35–52. Fiebig DG, Knox S, Viney R, Haas M, Street DJ. Preferences for new and existing contraceptive products. Health Econ. 2011;20 Suppl 1:35–52.
36.
go back to reference Walzer S. What do parents want from their child’s asthma treatment? Ther Clin Risk Manage. 2007;3(1):167–75. Walzer S. What do parents want from their child’s asthma treatment? Ther Clin Risk Manage. 2007;3(1):167–75.
37.
go back to reference Chancellor J, Martin M, Liedgens H, Baker MG, Muller-Schwefe GH. Stated preferences of physicians and chronic pain sufferers in the use of classic strong opioids. Value Health. 2012;15(1):106–17.PubMed Chancellor J, Martin M, Liedgens H, Baker MG, Muller-Schwefe GH. Stated preferences of physicians and chronic pain sufferers in the use of classic strong opioids. Value Health. 2012;15(1):106–17.PubMed
38.
go back to reference Lloyd A, McIntosh E, Rabe KF, Williams A. Patient preferences for asthma therapy: a discrete choice experiment. Prim Care Respir J. 2007;16(4):241–8.PubMed Lloyd A, McIntosh E, Rabe KF, Williams A. Patient preferences for asthma therapy: a discrete choice experiment. Prim Care Respir J. 2007;16(4):241–8.PubMed
39.
go back to reference Ossa DF, Briggs A, McIntosh E, Cowell W, Littlewood T, Sculpher M. Recombinant erythropoietin for chemotherapy-related anaemia: economic value and health-related quality-of-life assessment using direct utility elicitation and discrete choice experiment methods. Pharmacoeconomics. 2007;25(3):223–37.PubMed Ossa DF, Briggs A, McIntosh E, Cowell W, Littlewood T, Sculpher M. Recombinant erythropoietin for chemotherapy-related anaemia: economic value and health-related quality-of-life assessment using direct utility elicitation and discrete choice experiment methods. Pharmacoeconomics. 2007;25(3):223–37.PubMed
40.
go back to reference Lloyd A, McIntosh E, Price M. The importance of drug adverse effects compared with seizure control for people with epilepsy: a discrete choice experiment. Pharmacoeconomics. 2005;23(11):1167–81.PubMed Lloyd A, McIntosh E, Price M. The importance of drug adverse effects compared with seizure control for people with epilepsy: a discrete choice experiment. Pharmacoeconomics. 2005;23(11):1167–81.PubMed
41.
go back to reference Shafey M, Lupichuk SM, Do T, Owen C, Stewart DA. Preferences of patients and physicians concerning treatment options for relapsed follicular lymphoma: a discrete choice experiment. Bone Marrow Transplant. 2011;46(7):962–9.PubMed Shafey M, Lupichuk SM, Do T, Owen C, Stewart DA. Preferences of patients and physicians concerning treatment options for relapsed follicular lymphoma: a discrete choice experiment. Bone Marrow Transplant. 2011;46(7):962–9.PubMed
42.
go back to reference Essers BA, van Helvoort-Postulart D, Prins MH, Neumann M, Dirksen CD. Does the inclusion of a cost attribute result in different preferences for the surgical treatment of primary basal cell carcinoma? A comparison of two discrete-choice experiments. Pharmacoeconomics. 2010;28(6):507–20.PubMed Essers BA, van Helvoort-Postulart D, Prins MH, Neumann M, Dirksen CD. Does the inclusion of a cost attribute result in different preferences for the surgical treatment of primary basal cell carcinoma? A comparison of two discrete-choice experiments. Pharmacoeconomics. 2010;28(6):507–20.PubMed
43.
go back to reference Salkeld G, Solomon M, Short L, Ryan M, Ward JE. Evidence-based consumer choice: a case study in colorectal cancer screening. Aust N Z J Public Health. 2003;27(4):449–55.PubMed Salkeld G, Solomon M, Short L, Ryan M, Ward JE. Evidence-based consumer choice: a case study in colorectal cancer screening. Aust N Z J Public Health. 2003;27(4):449–55.PubMed
44.
go back to reference McTaggart-Cowan HM, Shi P, Fitzgerald JM, Anis AH, Kopec JA, Bai TR, et al. An evaluation of patients’ willingness to trade symptom-free days for asthma-related treatment risks: a discrete choice experiment. J Asthma. 2008;45(8):630–8.PubMed McTaggart-Cowan HM, Shi P, Fitzgerald JM, Anis AH, Kopec JA, Bai TR, et al. An evaluation of patients’ willingness to trade symptom-free days for asthma-related treatment risks: a discrete choice experiment. J Asthma. 2008;45(8):630–8.PubMed
45.
go back to reference Howard K, Salkeld G. Does attribute framing in discrete choice experiments influence willingness to pay? Results from a discrete choice experiment in screening for colorectal cancer. Value Health. 2009;12(2):354–63.PubMed Howard K, Salkeld G. Does attribute framing in discrete choice experiments influence willingness to pay? Results from a discrete choice experiment in screening for colorectal cancer. Value Health. 2009;12(2):354–63.PubMed
46.
go back to reference Swinburn P, Lloyd A, Ali S, Hashmi N, Newal D, Najib H. Preferences for antimuscarinic therapy for overactive bladder. BJU Int. 2011;108(6):868–73.PubMed Swinburn P, Lloyd A, Ali S, Hashmi N, Newal D, Najib H. Preferences for antimuscarinic therapy for overactive bladder. BJU Int. 2011;108(6):868–73.PubMed
47.
go back to reference Lloyd A, Penson D, Dewilde S, Kleinman L. Eliciting patient preferences for hormonal therapy options in the treatment of metastatic prostate cancer. Prostate Cancer Prostatic Dis. 2008;11(2):153–9.PubMed Lloyd A, Penson D, Dewilde S, Kleinman L. Eliciting patient preferences for hormonal therapy options in the treatment of metastatic prostate cancer. Prostate Cancer Prostatic Dis. 2008;11(2):153–9.PubMed
48.
go back to reference Hall J, Kenny P, King M, Louviere J, Viney R, Yeoh A. Using stated preference discrete choice modelling to evaluate the introduction of varicella vaccination. Health Econ. 2002;11(5):457–65.PubMed Hall J, Kenny P, King M, Louviere J, Viney R, Yeoh A. Using stated preference discrete choice modelling to evaluate the introduction of varicella vaccination. Health Econ. 2002;11(5):457–65.PubMed
49.
go back to reference de Bekker-Grob EW, Hofman R, Donkers B, van Ballegooijen M, Helmerhorst TJM, Raat H, et al. Girls’ preferences for HPV vaccination: a discrete choice experiment. Vaccine. 2010;28(41):6692–7.PubMed de Bekker-Grob EW, Hofman R, Donkers B, van Ballegooijen M, Helmerhorst TJM, Raat H, et al. Girls’ preferences for HPV vaccination: a discrete choice experiment. Vaccine. 2010;28(41):6692–7.PubMed
50.
go back to reference Ratcliffe J, Buxton M, McGarry T, Sheldon R, Chancellor J. Patients’ preferences for characteristics associated with treatments for osteoarthritis. Rheumatology. 2004;43(3):337–45.PubMed Ratcliffe J, Buxton M, McGarry T, Sheldon R, Chancellor J. Patients’ preferences for characteristics associated with treatments for osteoarthritis. Rheumatology. 2004;43(3):337–45.PubMed
51.
go back to reference Pereira CC, Mulligan M, Bridges JF, Bishai D. Determinants of influenza vaccine purchasing decision in the US: a conjoint analysis. Vaccine. 2011;29(7):1443–7.PubMed Pereira CC, Mulligan M, Bridges JF, Bishai D. Determinants of influenza vaccine purchasing decision in the US: a conjoint analysis. Vaccine. 2011;29(7):1443–7.PubMed
52.
go back to reference Lee WC, Joshi AV, Woolford S, Sumner M, Brown M, Hadker N, et al. Physicians’ preferences towards coagulation factor concentrates in the treatment of Haemophilia with inhibitors: a discrete choice experiment. Haemophilia. 2008;14(3):454–65.PubMed Lee WC, Joshi AV, Woolford S, Sumner M, Brown M, Hadker N, et al. Physicians’ preferences towards coagulation factor concentrates in the treatment of Haemophilia with inhibitors: a discrete choice experiment. Haemophilia. 2008;14(3):454–65.PubMed
53.
go back to reference Scalone L, Mantovani LG, Borghetti F, Von MS, Gringeri A. Patients’, physicians’, and pharmacists’ preferences towards coagulation factor concentrates to treat haemophilia with inhibitors: results from the COHIBA Study. Haemophilia. 2009;15(2):473–86.PubMed Scalone L, Mantovani LG, Borghetti F, Von MS, Gringeri A. Patients’, physicians’, and pharmacists’ preferences towards coagulation factor concentrates to treat haemophilia with inhibitors: results from the COHIBA Study. Haemophilia. 2009;15(2):473–86.PubMed
54.
go back to reference Mantovani LG, Monzini MS, Mannucci PM, Scalone L, Villa M, Gringeri A, et al. Differences between patients’, physicians’ and pharmacists’ preferences for treatment products in haemophilia: a discrete choice experiment. Haemophilia. 2005;11(6):589–97.PubMed Mantovani LG, Monzini MS, Mannucci PM, Scalone L, Villa M, Gringeri A, et al. Differences between patients’, physicians’ and pharmacists’ preferences for treatment products in haemophilia: a discrete choice experiment. Haemophilia. 2005;11(6):589–97.PubMed
55.
go back to reference Espelid I, Cairns J, Askildsen JE, Qvist V, Gaarden T, Tveit AB. Preferences over dental restorative materials among young patients and dental professionals. Eur J Oral Sci. 2006;114(1):15–21.PubMed Espelid I, Cairns J, Askildsen JE, Qvist V, Gaarden T, Tveit AB. Preferences over dental restorative materials among young patients and dental professionals. Eur J Oral Sci. 2006;114(1):15–21.PubMed
56.
go back to reference Lee A, Gin T, Lau AS, Ng FF. A comparison of patients’ and health care professionals’ preferences for symptoms during immediate postoperative recovery and the management of postoperative nausea and vomiting. Anesth Analg. 2005;100(1):87–93.PubMed Lee A, Gin T, Lau AS, Ng FF. A comparison of patients’ and health care professionals’ preferences for symptoms during immediate postoperative recovery and the management of postoperative nausea and vomiting. Anesth Analg. 2005;100(1):87–93.PubMed
57.
go back to reference Eberth B, Watson V, Ryan M, Hughes J, Barnett G. Does one size fit all? Investigating heterogeneity in men’s preferences for benign prostatic hyperplasia treatment using mixed logit analysis. Med Decis Making. 2009;29(6):707–15.PubMed Eberth B, Watson V, Ryan M, Hughes J, Barnett G. Does one size fit all? Investigating heterogeneity in men’s preferences for benign prostatic hyperplasia treatment using mixed logit analysis. Med Decis Making. 2009;29(6):707–15.PubMed
58.
go back to reference van Dam L, Hol L, de Bekker-Grob EW, Steyerberg EW, Kuipers EJ, Habbema JD, et al. What determines individuals’ preferences for colorectal cancer screening programmes? A discrete choice experiment. Eur J Cancer. 2010;46(1):150–9.PubMed van Dam L, Hol L, de Bekker-Grob EW, Steyerberg EW, Kuipers EJ, Habbema JD, et al. What determines individuals’ preferences for colorectal cancer screening programmes? A discrete choice experiment. Eur J Cancer. 2010;46(1):150–9.PubMed
59.
go back to reference Torbica A, Fattore G. Understanding the impact of economic evidence on clinical decision making: a discrete choice experiment in cardiology. Soc Sci Med. 2010;70(10):1536–43.PubMed Torbica A, Fattore G. Understanding the impact of economic evidence on clinical decision making: a discrete choice experiment in cardiology. Soc Sci Med. 2010;70(10):1536–43.PubMed
60.
go back to reference Nayaradou M, Berchi C, Dejardin O, Launoy G. Eliciting population preferences for mass colorectal cancer screening organization. Med Decis Making. 2010;30(2):224–33.PubMed Nayaradou M, Berchi C, Dejardin O, Launoy G. Eliciting population preferences for mass colorectal cancer screening organization. Med Decis Making. 2010;30(2):224–33.PubMed
61.
go back to reference Griffith JM, Lewis CL, Hawley S, Sheridan SL, Pignone MP. Randomized trial of presenting absolute v. relative risk reduction in the elicitation of patient values for heart disease prevention with conjoint analysis. Med Decis Making. 2009;29(2):167–74.PubMed Griffith JM, Lewis CL, Hawley S, Sheridan SL, Pignone MP. Randomized trial of presenting absolute v. relative risk reduction in the elicitation of patient values for heart disease prevention with conjoint analysis. Med Decis Making. 2009;29(2):167–74.PubMed
62.
go back to reference Weston A, Fitzgerald P. Discrete choice experiment to derive willingness to pay for methyl aminolevulinate photodynamic therapy versus simple excision surgery in basal cell carcinoma. Pharmacoeconomics. 2004;22(18):1195–208.PubMed Weston A, Fitzgerald P. Discrete choice experiment to derive willingness to pay for methyl aminolevulinate photodynamic therapy versus simple excision surgery in basal cell carcinoma. Pharmacoeconomics. 2004;22(18):1195–208.PubMed
63.
go back to reference Hauber AB, Mohamed AF, Johnson FR, Falvey H. Treatment preferences and medication adherence of people with type 2 diabetes using oral glucose-lowering agents. Diabet Med. 2009;26(4):416–24.PubMed Hauber AB, Mohamed AF, Johnson FR, Falvey H. Treatment preferences and medication adherence of people with type 2 diabetes using oral glucose-lowering agents. Diabet Med. 2009;26(4):416–24.PubMed
64.
go back to reference Schaarschmidt ML, Schmieder A, Umar N, Terris D, Goebeler M, Goerdt S, et al. Patient preferences for psoriasis treatments: process characteristics can outweigh outcome attributes. Arch Dermatol. 2011;147(11):1285–94.PubMed Schaarschmidt ML, Schmieder A, Umar N, Terris D, Goebeler M, Goerdt S, et al. Patient preferences for psoriasis treatments: process characteristics can outweigh outcome attributes. Arch Dermatol. 2011;147(11):1285–94.PubMed
65.
go back to reference Schmieder A, Schaarschmidt ML, Umar N, Terris DD, Goebeler M, Goerdt S, et al. Comorbidities significantly impact patients’ preferences for psoriasis treatments. J Am Acad Dermatol. 2012;67(3):363–72.PubMed Schmieder A, Schaarschmidt ML, Umar N, Terris DD, Goebeler M, Goerdt S, et al. Comorbidities significantly impact patients’ preferences for psoriasis treatments. J Am Acad Dermatol. 2012;67(3):363–72.PubMed
66.
go back to reference Hauber AB, Mohamed AF, Watson ME, Johnson FR, Hernandez JE. Benefits, risk, and uncertainty: preferences of antiretroviral-naive African Americans for HIV treatments. Aids Patient Care STDS. 2009;23(1):29–34.PubMed Hauber AB, Mohamed AF, Watson ME, Johnson FR, Hernandez JE. Benefits, risk, and uncertainty: preferences of antiretroviral-naive African Americans for HIV treatments. Aids Patient Care STDS. 2009;23(1):29–34.PubMed
67.
go back to reference Tversky A, Kahneman D. The framing of decisions and the psychology of choice. Science. 1981;211(4481):453–8.PubMed Tversky A, Kahneman D. The framing of decisions and the psychology of choice. Science. 1981;211(4481):453–8.PubMed
68.
go back to reference Salisbury LC, Feinberg FM. Alleviating the constant stochastic variance assumption in decision research: theory, measurement, and experimental test. Mark Sci. 2010;29(1):1–17. Salisbury LC, Feinberg FM. Alleviating the constant stochastic variance assumption in decision research: theory, measurement, and experimental test. Mark Sci. 2010;29(1):1–17.
69.
go back to reference Fiebig DG, Keane MP, Louviere J, Wasi N. The generalized multinomial logit model: accounting for scale and coefficient heterogeneity. Mark Sci. 2010;29(3):393–421. Fiebig DG, Keane MP, Louviere J, Wasi N. The generalized multinomial logit model: accounting for scale and coefficient heterogeneity. Mark Sci. 2010;29(3):393–421.
70.
go back to reference Muhlbacher AC, Lincke HJ, Nubling M. Evaluating patients’ preferences for multiple myeloma therapy, a Discrete-Choice-Experiment. Psychosoc Med. 2008; 5:Doc10. Muhlbacher AC, Lincke HJ, Nubling M. Evaluating patients’ preferences for multiple myeloma therapy, a Discrete-Choice-Experiment. Psychosoc Med. 2008; 5:Doc10.
71.
go back to reference Shackley P, Slack R, Michaels J. Vascular patients’ preferences for local treatment: an application of conjoint analysis. J Health Services Res Policy. 2001;6(3):151–7. Shackley P, Slack R, Michaels J. Vascular patients’ preferences for local treatment: an application of conjoint analysis. J Health Services Res Policy. 2001;6(3):151–7.
72.
go back to reference Bridges JF, Searle SC, Selck FW, Martinson NA. Designing family-centered male circumcision services: a conjoint analysis approach. Patient. 2012;5(2):101–11.PubMed Bridges JF, Searle SC, Selck FW, Martinson NA. Designing family-centered male circumcision services: a conjoint analysis approach. Patient. 2012;5(2):101–11.PubMed
73.
go back to reference Goto R, Takahashi Y, Ida T. Changes in smokers’ attitudes toward intended cessation attempts in Japan. Value Health. 2011;14(5):785–91.PubMed Goto R, Takahashi Y, Ida T. Changes in smokers’ attitudes toward intended cessation attempts in Japan. Value Health. 2011;14(5):785–91.PubMed
74.
go back to reference Ashcroft DM, Seston E, Griffiths CE. Trade-offs between the benefits and risks of drug treatment for psoriasis: a discrete choice experiment with U.K. dermatologists. Br J Dermatol. 2006;155(6):1236–41.PubMed Ashcroft DM, Seston E, Griffiths CE. Trade-offs between the benefits and risks of drug treatment for psoriasis: a discrete choice experiment with U.K. dermatologists. Br J Dermatol. 2006;155(6):1236–41.PubMed
75.
go back to reference Yeung RYT, Smith RD, Mcghee SM. Willingness to pay and size of health benefit: an integrated model to test for ‘sensitivity to scale’. Health Econ. 2003;12(9):791–6.PubMed Yeung RYT, Smith RD, Mcghee SM. Willingness to pay and size of health benefit: an integrated model to test for ‘sensitivity to scale’. Health Econ. 2003;12(9):791–6.PubMed
76.
go back to reference Heberlein TA, Wilson MA, Bishop RC, Schaeffer NC. Rethinking the scope test as a criterion for validity in contingent valuation. J Environ Econ Manage. 2005;50(1):1–22. Heberlein TA, Wilson MA, Bishop RC, Schaeffer NC. Rethinking the scope test as a criterion for validity in contingent valuation. J Environ Econ Manage. 2005;50(1):1–22.
77.
go back to reference Carson RT, Flores NE, Meade NF. Contingent valuation: controversies and evidence. Environ Resour Econ. 2001;19(2):173–210. Carson RT, Flores NE, Meade NF. Contingent valuation: controversies and evidence. Environ Resour Econ. 2001;19(2):173–210.
78.
go back to reference Johnson FR, Ozdemir S, Mansfield C, Hass S, Miller DW, Siegel CA, et al. Crohn’s disease patients’ risk–benefit preferences: serious adverse event risks versus treatment efficacy. Gastroenterology. 2007;133(3):769–79.PubMed Johnson FR, Ozdemir S, Mansfield C, Hass S, Miller DW, Siegel CA, et al. Crohn’s disease patients’ risk–benefit preferences: serious adverse event risks versus treatment efficacy. Gastroenterology. 2007;133(3):769–79.PubMed
79.
go back to reference Johnson FR, Van Houtven G, Ozdemir S, Hass S, White J, Francis G, et al. Multiple sclerosis patients’ benefit–risk preferences: serious adverse event risks versus treatment efficacy. J Neurol. 2009;256(4):554–62.PubMed Johnson FR, Van Houtven G, Ozdemir S, Hass S, White J, Francis G, et al. Multiple sclerosis patients’ benefit–risk preferences: serious adverse event risks versus treatment efficacy. J Neurol. 2009;256(4):554–62.PubMed
80.
go back to reference Johnson FR, Hauber AB, Ozdemir S, Lynd L. Quantifying women’s stated benefit-risk trade-off preferences for IBS treatment outcomes. Value Health. 2010;13(4):418–23.PubMed Johnson FR, Hauber AB, Ozdemir S, Lynd L. Quantifying women’s stated benefit-risk trade-off preferences for IBS treatment outcomes. Value Health. 2010;13(4):418–23.PubMed
81.
go back to reference Telser H, Zweifel P. Measuring willingness-to-pay for risk reduction: an application of conjoint analysis. Health Econ. 2002;11(2):129–39.PubMed Telser H, Zweifel P. Measuring willingness-to-pay for risk reduction: an application of conjoint analysis. Health Econ. 2002;11(2):129–39.PubMed
82.
go back to reference Telser H, Zweifel P. Validity of discrete-choice experiments evidence for health risk reduction. Appl Econ. 2007;39(1):68–78. Telser H, Zweifel P. Validity of discrete-choice experiments evidence for health risk reduction. Appl Econ. 2007;39(1):68–78.
83.
go back to reference Berry D, Raynor T, Knapp P, Bersellini E. Over the counter medicines and the need for immediate action: a further evaluation of European Commission recommended wordings for communicating risk. Patient Educ Couns. 2004;53(2):129–34.PubMed Berry D, Raynor T, Knapp P, Bersellini E. Over the counter medicines and the need for immediate action: a further evaluation of European Commission recommended wordings for communicating risk. Patient Educ Couns. 2004;53(2):129–34.PubMed
84.
go back to reference Cuite CL, Weinstein ND, Emmons K, Colditz G. A test of numeric formats for communicating risk probabilities. Med Decis Making. 2008;28(3):377–84.PubMed Cuite CL, Weinstein ND, Emmons K, Colditz G. A test of numeric formats for communicating risk probabilities. Med Decis Making. 2008;28(3):377–84.PubMed
85.
go back to reference France J, Keen C, Bowyer S. Communicating risk to emergency department patients with chest pain. Emerg Med J. 2008;25(5):276–8.PubMed France J, Keen C, Bowyer S. Communicating risk to emergency department patients with chest pain. Emerg Med J. 2008;25(5):276–8.PubMed
86.
go back to reference Galesic M, Garcia-Retamero R, Gigerenzer G. Using icon arrays to communicate medical risks: overcoming low numeracy. Health Psychol. 2009;28(2):210–6.PubMed Galesic M, Garcia-Retamero R, Gigerenzer G. Using icon arrays to communicate medical risks: overcoming low numeracy. Health Psychol. 2009;28(2):210–6.PubMed
87.
go back to reference Gyrd-Hansen D, Halvorsen P, Nexoe J, Nielsen J, Stovring H, Kristiansen I. Joint and separate evaluation of risk reduction: impact on sensitivity to risk reduction magnitude in the context of 4 different risk information formats. Med Decis Making. 2011;31(1):E1–10.PubMed Gyrd-Hansen D, Halvorsen P, Nexoe J, Nielsen J, Stovring H, Kristiansen I. Joint and separate evaluation of risk reduction: impact on sensitivity to risk reduction magnitude in the context of 4 different risk information formats. Med Decis Making. 2011;31(1):E1–10.PubMed
88.
go back to reference Hilton NZ, Carter AM, Harris GT, Sharpe AJB. Does using nonnumerical terms to describe risk aid violence risk communication? Clinician agreement and decision making. J Interpers Violence. 2008;23(2):171–88. Hilton NZ, Carter AM, Harris GT, Sharpe AJB. Does using nonnumerical terms to describe risk aid violence risk communication? Clinician agreement and decision making. J Interpers Violence. 2008;23(2):171–88.
89.
go back to reference Waters EA, Weinstein ND, Colditz GA, Emmons K. Formats for improving risk communication in medical tradeoff decisions. J Health Commun. 2006;11(2):167–82.PubMed Waters EA, Weinstein ND, Colditz GA, Emmons K. Formats for improving risk communication in medical tradeoff decisions. J Health Commun. 2006;11(2):167–82.PubMed
90.
go back to reference Brewer NT, Tzeng JP, Lillie SE, Edwards AS, Peppercorn JM, Rimer BK. Health literacy and cancer risk perception: implications for genomic risk communication. Med Decis Making. 2009;29(2):157–66.PubMed Brewer NT, Tzeng JP, Lillie SE, Edwards AS, Peppercorn JM, Rimer BK. Health literacy and cancer risk perception: implications for genomic risk communication. Med Decis Making. 2009;29(2):157–66.PubMed
91.
go back to reference Davis JJ. Consumers’ preferences for the communication of risk information in drug advertising: most consumers want drug side-effect information to be rich in detail and easily accessible. Health Aff (Millwood). 2007;26(3):863–70. Davis JJ. Consumers’ preferences for the communication of risk information in drug advertising: most consumers want drug side-effect information to be rich in detail and easily accessible. Health Aff (Millwood). 2007;26(3):863–70.
92.
go back to reference Steiner MJ, Dalebout S, Condon S, Dominik R, Trussell J. Understanding risk: a randomized controlled trial of communicating contraceptive effectiveness. Obstet Gynecol. 2003;102(4):709–17.PubMed Steiner MJ, Dalebout S, Condon S, Dominik R, Trussell J. Understanding risk: a randomized controlled trial of communicating contraceptive effectiveness. Obstet Gynecol. 2003;102(4):709–17.PubMed
93.
go back to reference Carling CLL, Kristoffersen DT, Montori VM, Herrin J, Schunemann HJ, Treweek S, et al. The effect of alternative summary statistics for communicating risk reduction on decisions about taking statins: a randomized trial. PLoS Med. 2009;6(8):e1000134.PubMedCentralPubMed Carling CLL, Kristoffersen DT, Montori VM, Herrin J, Schunemann HJ, Treweek S, et al. The effect of alternative summary statistics for communicating risk reduction on decisions about taking statins: a randomized trial. PLoS Med. 2009;6(8):e1000134.PubMedCentralPubMed
94.
go back to reference Cheung YB, Wee HL, Thumboo J, Goh C, Pietrobon R, Toh HC, et al. Risk communication in clinical trials: a cognitive experiment and a survey. BMC Med Inform Decis Making. 2010;10:55. Cheung YB, Wee HL, Thumboo J, Goh C, Pietrobon R, Toh HC, et al. Risk communication in clinical trials: a cognitive experiment and a survey. BMC Med Inform Decis Making. 2010;10:55.
95.
go back to reference Emmons KM, Wong M, Puleo E, Weinstein N, Fletcher R, Colditz G. Tailored computer-based cancer risk communication: correcting colorectal cancer risk perception. J Health Commun. 2004;9(2):127–41.PubMed Emmons KM, Wong M, Puleo E, Weinstein N, Fletcher R, Colditz G. Tailored computer-based cancer risk communication: correcting colorectal cancer risk perception. J Health Commun. 2004;9(2):127–41.PubMed
96.
go back to reference Garcia-Retamero R, Galesic M. Communicating treatment risk reduction to people with low numeracy skills: a cross-cultural comparison. Am J Public Health. 2009;99(12):2196–202.PubMedCentralPubMed Garcia-Retamero R, Galesic M. Communicating treatment risk reduction to people with low numeracy skills: a cross-cultural comparison. Am J Public Health. 2009;99(12):2196–202.PubMedCentralPubMed
97.
go back to reference Garcia-Retamero R, Galesic M. Using plausible group sizes to communicate information about medical risks. Patient Educ Couns. 2011;84(2):245–50.PubMed Garcia-Retamero R, Galesic M. Using plausible group sizes to communicate information about medical risks. Patient Educ Couns. 2011;84(2):245–50.PubMed
98.
go back to reference Graham PH, Martin RM, Browne LH. Communicating breast cancer treatment complication risks: when words are likely to fail. Asia Pac J Clin Oncol. 2009;5(3):193–9. Graham PH, Martin RM, Browne LH. Communicating breast cancer treatment complication risks: when words are likely to fail. Asia Pac J Clin Oncol. 2009;5(3):193–9.
99.
go back to reference Ilic D, Murphy K, Green S. Risk communication and prostate cancer: identifying which summary statistics are best understood by men. Am J Mens Health. 2012;6(6):497–504.PubMed Ilic D, Murphy K, Green S. Risk communication and prostate cancer: identifying which summary statistics are best understood by men. Am J Mens Health. 2012;6(6):497–504.PubMed
100.
go back to reference Knapp P, Raynor DK, Woolf E, Gardner PH, Carrigan N, McMillan B. Communicating the risk of side effects to patients an evaluation of UK regulatory recommendations. Drug Saf. 2009;32(10):837–49.PubMed Knapp P, Raynor DK, Woolf E, Gardner PH, Carrigan N, McMillan B. Communicating the risk of side effects to patients an evaluation of UK regulatory recommendations. Drug Saf. 2009;32(10):837–49.PubMed
101.
go back to reference Miron-Shatz T, Hanoch Y, Graef D, Sagi M. Presentation format affects comprehension and risk assessment: the case of prenatal screening. J Health Commun. 2009;14(5):439–50.PubMed Miron-Shatz T, Hanoch Y, Graef D, Sagi M. Presentation format affects comprehension and risk assessment: the case of prenatal screening. J Health Commun. 2009;14(5):439–50.PubMed
102.
go back to reference Pighin S, Savadori L, Barilli E, Rumiati R, Bonalumi S, Ferrari M, et al. Using comparison scenarios to improve prenatal risk communication. Med Decis Making. 2013;33(1):48–58.PubMed Pighin S, Savadori L, Barilli E, Rumiati R, Bonalumi S, Ferrari M, et al. Using comparison scenarios to improve prenatal risk communication. Med Decis Making. 2013;33(1):48–58.PubMed
103.
go back to reference Sheridan SL, Pignone MP, Lewis CL. A randomized comparison of patients’ understanding of number needed to treat and other common risk reduction formats. J Gen Intern Med. 2003;18(11):884–92.PubMedCentralPubMed Sheridan SL, Pignone MP, Lewis CL. A randomized comparison of patients’ understanding of number needed to treat and other common risk reduction formats. J Gen Intern Med. 2003;18(11):884–92.PubMedCentralPubMed
104.
go back to reference Fair AKI, Murray PG, Thomas A, Cobain MR. Using hypothetical data to assess the effect of numerical format and context on the perception of coronary heart disease risk. Am J Health Promot. 2008;22(4):291–6.PubMed Fair AKI, Murray PG, Thomas A, Cobain MR. Using hypothetical data to assess the effect of numerical format and context on the perception of coronary heart disease risk. Am J Health Promot. 2008;22(4):291–6.PubMed
105.
go back to reference Dolan JG, Iadarola S. Risk communication formats for low probability events: an exploratory study of patient preferences. BMC Med Inform Decision Making. 2008;8:14. Dolan JG, Iadarola S. Risk communication formats for low probability events: an exploratory study of patient preferences. BMC Med Inform Decision Making. 2008;8:14.
106.
go back to reference Edwards A, Thomas R, Williams R, Ellner AL, Brown P, Elwyn G. Presenting risk information to people with diabetes: evaluating effects and preferences for different formats by a web-based randomised controlled trial. Patient Educ Couns. 2006;63(3):336–49.PubMed Edwards A, Thomas R, Williams R, Ellner AL, Brown P, Elwyn G. Presenting risk information to people with diabetes: evaluating effects and preferences for different formats by a web-based randomised controlled trial. Patient Educ Couns. 2006;63(3):336–49.PubMed
107.
go back to reference Fortin JM, Hirota LK, Bond BE, O’Connor AM, Col NF. Identifying patient preferences for communicating risk estimates: a descriptive pilot study. BMC Med Inform Decis Making. 2001;1:2. Fortin JM, Hirota LK, Bond BE, O’Connor AM, Col NF. Identifying patient preferences for communicating risk estimates: a descriptive pilot study. BMC Med Inform Decis Making. 2001;1:2.
108.
go back to reference Garcia-Retamero R, Cokely ET. Effective communication of risks to young adults: using message framing and visual aids to increase condom use and STD screening. J Exp Psychol Appl. 2011;17(3):270–87.PubMed Garcia-Retamero R, Cokely ET. Effective communication of risks to young adults: using message framing and visual aids to increase condom use and STD screening. J Exp Psychol Appl. 2011;17(3):270–87.PubMed
109.
go back to reference Schapira MM, Nattinger AB, McHorney CA. Frequency or probability? A qualitative study of risk communication formats used in health care. Med Decis Making. 2001;21(6):459–67.PubMed Schapira MM, Nattinger AB, McHorney CA. Frequency or probability? A qualitative study of risk communication formats used in health care. Med Decis Making. 2001;21(6):459–67.PubMed
110.
go back to reference Sprague D, LaVallie DL, Wolf FM, Jacobsen C, Sayson K, Buchwald D. Influence of graphic format on comprehension of risk information among american indians. Med Decis Making. 2011;31(3):437–43.PubMed Sprague D, LaVallie DL, Wolf FM, Jacobsen C, Sayson K, Buchwald D. Influence of graphic format on comprehension of risk information among american indians. Med Decis Making. 2011;31(3):437–43.PubMed
111.
go back to reference Berry DC, Michas IC, Bersellini E. Communicating information about medication: the benefits of making it personal. Psychol Health. 2003;18(1):127–39. Berry DC, Michas IC, Bersellini E. Communicating information about medication: the benefits of making it personal. Psychol Health. 2003;18(1):127–39.
112.
go back to reference Gurmankin AD, Baron J, Annstrong K. The effect of numerical statements of risk on trust and comfort with hypothetical physician risk communication. Med Decis Making. 2004;24(3):265–71.PubMed Gurmankin AD, Baron J, Annstrong K. The effect of numerical statements of risk on trust and comfort with hypothetical physician risk communication. Med Decis Making. 2004;24(3):265–71.PubMed
113.
go back to reference Tait AR, Voepel-Lewis T, Zikmund-Fisher BJ, Fagerlin A. Presenting research risks and benefits to parents: does format matter? Anesth Analg. 2010;111(3):718–23.PubMedCentralPubMed Tait AR, Voepel-Lewis T, Zikmund-Fisher BJ, Fagerlin A. Presenting research risks and benefits to parents: does format matter? Anesth Analg. 2010;111(3):718–23.PubMedCentralPubMed
114.
go back to reference Tait AR, Voepel-Lewis T, Zikmund-Fisher BJ, Fagerlin A. The effect of format on parents’ understanding of the risks and benefits of clinical research: a comparison between text, tables, and graphics. J Health Commun. 2010;15(5):487–501.PubMedCentralPubMed Tait AR, Voepel-Lewis T, Zikmund-Fisher BJ, Fagerlin A. The effect of format on parents’ understanding of the risks and benefits of clinical research: a comparison between text, tables, and graphics. J Health Commun. 2010;15(5):487–501.PubMedCentralPubMed
115.
go back to reference Ulph F, Townsend E, Glazebrook C. How should risk be communicated to children: a cross-sectional study comparing different formats of probability information. BMC Med Inform Decis Making. 2009;9:26. Ulph F, Townsend E, Glazebrook C. How should risk be communicated to children: a cross-sectional study comparing different formats of probability information. BMC Med Inform Decis Making. 2009;9:26.
116.
go back to reference Young S, Oppenheimer DM. Effect of communication strategy on personal risk perception and treatment adherence intentions. Psychol Health Med. 2009;14(4):430–42.PubMedCentralPubMed Young S, Oppenheimer DM. Effect of communication strategy on personal risk perception and treatment adherence intentions. Psychol Health Med. 2009;14(4):430–42.PubMedCentralPubMed
117.
go back to reference Fraenkel L, Wittink DR, Concato J, Fried T. Are preferences for cyclooxygenase-2 inhibitors influenced by the certainty effect? J Rheumatol. 2004;31(3):591–3.PubMed Fraenkel L, Wittink DR, Concato J, Fried T. Are preferences for cyclooxygenase-2 inhibitors influenced by the certainty effect? J Rheumatol. 2004;31(3):591–3.PubMed
118.
go back to reference Whittington D. Improving the performance of contingent valuation studies in developing countries. Environ Resour Econ. 2002;22(1–2):323–67. Whittington D. Improving the performance of contingent valuation studies in developing countries. Environ Resour Econ. 2002;22(1–2):323–67.
119.
go back to reference Arrow K, Solow R, Portney PR, Learner EE, Radner R, Schuman H. Report of the NOAA panel on contingent valuation. US Department of Commerce; 1993. Arrow K, Solow R, Portney PR, Learner EE, Radner R, Schuman H. Report of the NOAA panel on contingent valuation. US Department of Commerce; 1993.
120.
go back to reference Adamowicz W, Louviere J, Swait J. Introduction to attribute-based stated choice methods. US Department of Commerce; 1998. Adamowicz W, Louviere J, Swait J. Introduction to attribute-based stated choice methods. US Department of Commerce; 1998.
121.
go back to reference Kahneman D, Tversky A. Psychology of prediction. Psychol Rev. 1973;80(4):237–51. Kahneman D, Tversky A. Psychology of prediction. Psychol Rev. 1973;80(4):237–51.
122.
go back to reference Edwards A, Elwyn G. Understanding risk and lessons for clinical risk communication about treatment preferences. Qual Health Care. 2001;10:I9–13.PubMedCentralPubMed Edwards A, Elwyn G. Understanding risk and lessons for clinical risk communication about treatment preferences. Qual Health Care. 2001;10:I9–13.PubMedCentralPubMed
123.
go back to reference Kahneman D, Tversky A. Prospect theory: analysis of decision under risk. Econometrica. 1979;47(2):263–91. Kahneman D, Tversky A. Prospect theory: analysis of decision under risk. Econometrica. 1979;47(2):263–91.
124.
go back to reference Spiegelhalter D, Pearson M, Short I. Visualizing uncertainty about the future. Science. 2011;333(6048):1393–400.PubMed Spiegelhalter D, Pearson M, Short I. Visualizing uncertainty about the future. Science. 2011;333(6048):1393–400.PubMed
125.
go back to reference Gigerenzer G, Gaissmaier W, Kurz-Milcke E, Schwartz LM, Woloshin S. Helping doctors and patients make sense of health statistics. Psychol Sci Public Interest. 2007;8:53–96. Gigerenzer G, Gaissmaier W, Kurz-Milcke E, Schwartz LM, Woloshin S. Helping doctors and patients make sense of health statistics. Psychol Sci Public Interest. 2007;8:53–96.
126.
go back to reference Naylor CD, Chen E, Strauss B. Measured enthusiasm: does the method of reporting trial results alter perceptions of therapeutic effectiveness. Ann Intern Med. 1992;117(11):916–21.PubMed Naylor CD, Chen E, Strauss B. Measured enthusiasm: does the method of reporting trial results alter perceptions of therapeutic effectiveness. Ann Intern Med. 1992;117(11):916–21.PubMed
127.
go back to reference Bobbio M, Demichelis B, Giustetto G. Completeness of reporting trial results: effect on physicians’ willingness to prescribe. Lancet. 1994;343(8907):1209–11.PubMed Bobbio M, Demichelis B, Giustetto G. Completeness of reporting trial results: effect on physicians’ willingness to prescribe. Lancet. 1994;343(8907):1209–11.PubMed
128.
go back to reference Sorensen L, Gyrd-Hansen D, Kristiansen IS, Nexoe J, Nielsen JB. Laypersons’ understanding of relative risk reductions: randomised cross-sectional study. BMC Med Inform Decis Making. 2008;8:31. Sorensen L, Gyrd-Hansen D, Kristiansen IS, Nexoe J, Nielsen JB. Laypersons’ understanding of relative risk reductions: randomised cross-sectional study. BMC Med Inform Decis Making. 2008;8:31.
130.
go back to reference Krupnick A, Alberini A, Cropper M, Simon N, O’Brien B, Goeree R, et al. Age, health and the willingness to pay for mortality risk reductions: a contingent valuation survey of Ontario residents. J Risk Uncertainty. 2002;24(2):161–86. Krupnick A, Alberini A, Cropper M, Simon N, O’Brien B, Goeree R, et al. Age, health and the willingness to pay for mortality risk reductions: a contingent valuation survey of Ontario residents. J Risk Uncertainty. 2002;24(2):161–86.
131.
go back to reference Fagerlin A, Zikmund-Fisher BJ, Ubel PA. Helping patients decide: ten steps to better risk communication. J Natl Cancer Inst. 2011;103(19):1436–43.PubMedCentralPubMed Fagerlin A, Zikmund-Fisher BJ, Ubel PA. Helping patients decide: ten steps to better risk communication. J Natl Cancer Inst. 2011;103(19):1436–43.PubMedCentralPubMed
132.
go back to reference Kahneman D, Sugden R. Experienced utility as a standard of policy evaluation. Environ Resour Econ. 2005;32(1):161–81. Kahneman D, Sugden R. Experienced utility as a standard of policy evaluation. Environ Resour Econ. 2005;32(1):161–81.
133.
go back to reference Weinstein MC, Shepard DS, Pliskin JS. The economic value of changing mortality probabilities: a decision-theoretic approach. Q J Econ. 1980;94(2):373–96. Weinstein MC, Shepard DS, Pliskin JS. The economic value of changing mortality probabilities: a decision-theoretic approach. Q J Econ. 1980;94(2):373–96.
134.
go back to reference Viscusi WK. A Bayesian perspective on biases in risk perception. Econ Lett. 1985;17(1–2):59–62. Viscusi WK. A Bayesian perspective on biases in risk perception. Econ Lett. 1985;17(1–2):59–62.
135.
go back to reference Tsuchiya A, Dolan P. The QALY model and individual preferences for health states and health profiles over time: a systematic review of the literature. Med Decis Making. 2005;25(4):460–7.PubMed Tsuchiya A, Dolan P. The QALY model and individual preferences for health states and health profiles over time: a systematic review of the literature. Med Decis Making. 2005;25(4):460–7.PubMed
136.
go back to reference Prosser LA, Wittenberg E. Do risk attitudes differ across domains and respondent types? Med Decis Making. 2007;27(3):281–7.PubMed Prosser LA, Wittenberg E. Do risk attitudes differ across domains and respondent types? Med Decis Making. 2007;27(3):281–7.PubMed
137.
go back to reference Prosser LA, Kuntz KM, Bar-Or A, Weinstein MC. The relationship between risk attitude and treatment choice in patients with relapsing-remitting multiple sclerosis. Med Decis Making. 2002;22(6):506–13.PubMed Prosser LA, Kuntz KM, Bar-Or A, Weinstein MC. The relationship between risk attitude and treatment choice in patients with relapsing-remitting multiple sclerosis. Med Decis Making. 2002;22(6):506–13.PubMed
138.
go back to reference Van Houtven G, Johnson FR, Kilambi V, Hauber AB. Eliciting benefit–risk preferences and probability-weighted utility using choice-format conjoint analysis. Med Decis Making. 2011;31(3):469–80.PubMed Van Houtven G, Johnson FR, Kilambi V, Hauber AB. Eliciting benefit–risk preferences and probability-weighted utility using choice-format conjoint analysis. Med Decis Making. 2011;31(3):469–80.PubMed
139.
go back to reference Spiegelhalter D. Quantifying uncertainty. In: Skinns L, Scott M, Cox T, editors. Risk. Cambridge: Cambridge University Press; 2011. p. 17–33. Spiegelhalter D. Quantifying uncertainty. In: Skinns L, Scott M, Cox T, editors. Risk. Cambridge: Cambridge University Press; 2011. p. 17–33.
140.
go back to reference Garcia-Retamero R, Galesic M, Gigerenzer G. Do icon arrays help reduce denominator neglect? Med Decis Making. 2010;30(6):672–84.PubMed Garcia-Retamero R, Galesic M, Gigerenzer G. Do icon arrays help reduce denominator neglect? Med Decis Making. 2010;30(6):672–84.PubMed
141.
go back to reference Coast J, Al-Janabi H, Sutton EJ, Horrocks SA, Vosper AJ, Swancutt DR, et al. Using qualitative methods for attribute development for discrete choice experiments: issues and recommendations. Health Econ. 2012;21(6):730–41.PubMed Coast J, Al-Janabi H, Sutton EJ, Horrocks SA, Vosper AJ, Swancutt DR, et al. Using qualitative methods for attribute development for discrete choice experiments: issues and recommendations. Health Econ. 2012;21(6):730–41.PubMed
142.
go back to reference Seston EM, Ashcroft DM, Griffiths CE. Balancing the benefits and risks of drug treatment: a stated-preference, discrete choice experiment with patients with psoriasis. Arch Dermatol. 2007;143(9):1175–9.PubMed Seston EM, Ashcroft DM, Griffiths CE. Balancing the benefits and risks of drug treatment: a stated-preference, discrete choice experiment with patients with psoriasis. Arch Dermatol. 2007;143(9):1175–9.PubMed
143.
go back to reference Hauber AB, Johnson FR, Grotzinger KM, Ozdemir S. Patients’ benefit-risk preferences for chronic idiopathic thrombocytopenic purpura therapies. Ann Pharmacother. 2010;44(3):479–88.PubMed Hauber AB, Johnson FR, Grotzinger KM, Ozdemir S. Patients’ benefit-risk preferences for chronic idiopathic thrombocytopenic purpura therapies. Ann Pharmacother. 2010;44(3):479–88.PubMed
144.
go back to reference Hauber AB, Mohamed AF, Beam C, Medjedovic J, Mauskopf J. Patient preferences and assessment of likely adherence to hepatitis C virus treatment. J Viral Hepat. 2011;18(9):619–27. Hauber AB, Mohamed AF, Beam C, Medjedovic J, Mauskopf J. Patient preferences and assessment of likely adherence to hepatitis C virus treatment. J Viral Hepat. 2011;18(9):619–27.
145.
go back to reference Mohamed AF, Hauber AB, Neary MP. Patient benefit-risk preferences for targeted agents in the treatment of renal cell carcinoma. Pharmacoeconomics. 2011;29(11):2011. Mohamed AF, Hauber AB, Neary MP. Patient benefit-risk preferences for targeted agents in the treatment of renal cell carcinoma. Pharmacoeconomics. 2011;29(11):2011.
146.
go back to reference Hauber AB, Gonzalez JM, Schenkel B, Lofland JH, Martin S. The value to patients of reducing lesion severity in plaque psoriasis. J Dermatol Treat. 2011;22(5):266–75. Hauber AB, Gonzalez JM, Schenkel B, Lofland JH, Martin S. The value to patients of reducing lesion severity in plaque psoriasis. J Dermatol Treat. 2011;22(5):266–75.
147.
go back to reference Hodgkins P, Swinburn P, Solomon D, Yen L, Dewilde S, Lloyd A. Patient preferences for first-line oral treatment for mild-to-moderate ulcerative colitis: a discrete-choice experiment. Patient. 2012;5(1):33–44.PubMed Hodgkins P, Swinburn P, Solomon D, Yen L, Dewilde S, Lloyd A. Patient preferences for first-line oral treatment for mild-to-moderate ulcerative colitis: a discrete-choice experiment. Patient. 2012;5(1):33–44.PubMed
148.
go back to reference Arden NK, Hauber AB, Mohamed AF, Johnson FR, Peloso PM, Watson DJ, et al. How do physicians weigh benefits and risks associated with treatments in patients with osteoarthritis in the United Kingdom? J Rheumatol. 2012;39(5):1056–63.PubMed Arden NK, Hauber AB, Mohamed AF, Johnson FR, Peloso PM, Watson DJ, et al. How do physicians weigh benefits and risks associated with treatments in patients with osteoarthritis in the United Kingdom? J Rheumatol. 2012;39(5):1056–63.PubMed
149.
go back to reference Lathia N, Isogai PK, Walker SE, De AC, Cheung MC, Hoch JS, et al. Eliciting patients’ preferences for outpatient treatment of febrile neutropenia: a discrete choice experiment. Support Care Cancer. 2013;21(1):245–51.PubMed Lathia N, Isogai PK, Walker SE, De AC, Cheung MC, Hoch JS, et al. Eliciting patients’ preferences for outpatient treatment of febrile neutropenia: a discrete choice experiment. Support Care Cancer. 2013;21(1):245–51.PubMed
150.
go back to reference Hauber AB, Arden NK, Mohamed AF, Johnson FR, Peloso PM, Watson DJ, et al. A discrete-choice experiment of United Kingdom patients’ willingness to risk adverse events for improved function and pain control in osteoarthritis. Osteoarthritis Cartilage. 2013;21(2):289–97.PubMed Hauber AB, Arden NK, Mohamed AF, Johnson FR, Peloso PM, Watson DJ, et al. A discrete-choice experiment of United Kingdom patients’ willingness to risk adverse events for improved function and pain control in osteoarthritis. Osteoarthritis Cartilage. 2013;21(2):289–97.PubMed
151.
go back to reference Aristides M, Weston AR, Fitzgerald P, Le RC, Maniadakis N. Patient preference and willingness-to-pay for Humalog Mix25 relative to Humulin 30/70: a multicountry application of a discrete choice experiment. Value Health. 2004;7(4):442–54.PubMed Aristides M, Weston AR, Fitzgerald P, Le RC, Maniadakis N. Patient preference and willingness-to-pay for Humalog Mix25 relative to Humulin 30/70: a multicountry application of a discrete choice experiment. Value Health. 2004;7(4):442–54.PubMed
152.
go back to reference Guimaraes C, Marra CA, Colley L, Gill S, Simpson SH, Meneilly GS, et al. A valuation of patients’ willingness-to-pay for insulin delivery in diabetes. Int J Technol Assess Health Care. 2009;3:359–66. Guimaraes C, Marra CA, Colley L, Gill S, Simpson SH, Meneilly GS, et al. A valuation of patients’ willingness-to-pay for insulin delivery in diabetes. Int J Technol Assess Health Care. 2009;3:359–66.
153.
go back to reference Howard K, Salkeld G, Pignone M, Hewett P, Cheung P, Olsen J, et al. Preferences for CT colonography and colonoscopy as diagnostic tests for colorectal cancer: a discrete choice experiment. Value Health. 2011;14(8):1146–52.PubMedCentralPubMed Howard K, Salkeld G, Pignone M, Hewett P, Cheung P, Olsen J, et al. Preferences for CT colonography and colonoscopy as diagnostic tests for colorectal cancer: a discrete choice experiment. Value Health. 2011;14(8):1146–52.PubMedCentralPubMed
154.
go back to reference Faggioli G, Scalone L, Mantovani LG, Borghetti F, Stella A. PREFER study group. Preferences of patients, their family caregivers and vascular surgeons in the choice of abdominal aortic aneurysms treatment options: the PREFER study. Eur J Vasc Endovasc Surg. 2011;42(1):26–34.PubMed Faggioli G, Scalone L, Mantovani LG, Borghetti F, Stella A. PREFER study group. Preferences of patients, their family caregivers and vascular surgeons in the choice of abdominal aortic aneurysms treatment options: the PREFER study. Eur J Vasc Endovasc Surg. 2011;42(1):26–34.PubMed
155.
go back to reference Gidengil C, Lieu TA, Payne K, Rusinak D, Messonnier M, Prosser LA. Parental and societal values for the risks and benefits of childhood combination vaccines. Vaccine. 2012;30(23):3445–52.PubMed Gidengil C, Lieu TA, Payne K, Rusinak D, Messonnier M, Prosser LA. Parental and societal values for the risks and benefits of childhood combination vaccines. Vaccine. 2012;30(23):3445–52.PubMed
156.
go back to reference Augustovski F, Beratarrechea A, Irazola V, Rubinstein F, Tesolin P, Gonzalez J, et al. Patient preferences for biologic agents in rheumatoid arthritis: a discrete-choice experiment. Value Health. 2013;16(2):385–93.PubMed Augustovski F, Beratarrechea A, Irazola V, Rubinstein F, Tesolin P, Gonzalez J, et al. Patient preferences for biologic agents in rheumatoid arthritis: a discrete-choice experiment. Value Health. 2013;16(2):385–93.PubMed
157.
go back to reference Bryan S, Buxton M, Sheldon R, Grant A. Magnetic resonance imaging for the investigation of knee injuries: an investigation of preferences. Health Econ. 1998;7(7):595–603.PubMed Bryan S, Buxton M, Sheldon R, Grant A. Magnetic resonance imaging for the investigation of knee injuries: an investigation of preferences. Health Econ. 1998;7(7):595–603.PubMed
158.
go back to reference Bryan S, Roberts T, Heginbotham C, McCallum A. QALY-maximisation and public preferences: results from a general population survey. Health Econ. 2002;11(8):679–93.PubMed Bryan S, Roberts T, Heginbotham C, McCallum A. QALY-maximisation and public preferences: results from a general population survey. Health Econ. 2002;11(8):679–93.PubMed
159.
go back to reference Bishop AJ, Marteau TM, Armstrong D, Chitty LS, Longworth L, Buxton MJ, et al. Women and health care professionals’ preferences for Down’s syndrome screening tests: a conjoint analysis study. BJOG. 2004;111(8):775–9.PubMed Bishop AJ, Marteau TM, Armstrong D, Chitty LS, Longworth L, Buxton MJ, et al. Women and health care professionals’ preferences for Down’s syndrome screening tests: a conjoint analysis study. BJOG. 2004;111(8):775–9.PubMed
160.
go back to reference Lewis SM, Cullinane FM, Carlin JB, Halliday JL. Women’s and health professionals’ preferences for prenatal testing for Down syndrome in Australia. Aust N Z J Obstet Gynaecol. 2006;46(3):205–11.PubMed Lewis SM, Cullinane FM, Carlin JB, Halliday JL. Women’s and health professionals’ preferences for prenatal testing for Down syndrome in Australia. Aust N Z J Obstet Gynaecol. 2006;46(3):205–11.PubMed
161.
go back to reference Lewis SM, Cullinane FN, Bishop AJ, Chitty LS, Marteau TM, Halliday JL. A comparison of Australian and UK obstetricians’ and midwives’ preferences for screening tests for Down syndrome. Prenat Diagn. 2006;26(1):60–6.PubMed Lewis SM, Cullinane FN, Bishop AJ, Chitty LS, Marteau TM, Halliday JL. A comparison of Australian and UK obstetricians’ and midwives’ preferences for screening tests for Down syndrome. Prenat Diagn. 2006;26(1):60–6.PubMed
162.
go back to reference de Bekker-Grob EW, Essink-Bot ML, Meerding WJ, Pols HA, Koes BW, Steyerberg EW. Patients’ preferences for osteoporosis drug treatment: a discrete choice experiment. Osteoporos Int. 2008;7:1029–37. de Bekker-Grob EW, Essink-Bot ML, Meerding WJ, Pols HA, Koes BW, Steyerberg EW. Patients’ preferences for osteoporosis drug treatment: a discrete choice experiment. Osteoporos Int. 2008;7:1029–37.
163.
go back to reference Bunge EM, de Bekker-Grob EW, van Biezen FC, Essink-Bot ML, de Koning HJ. Patients’ preferences for scoliosis brace treatment: a discrete choice experiment. Spine. 2010;35(1):57–63.PubMed Bunge EM, de Bekker-Grob EW, van Biezen FC, Essink-Bot ML, de Koning HJ. Patients’ preferences for scoliosis brace treatment: a discrete choice experiment. Spine. 2010;35(1):57–63.PubMed
164.
go back to reference Watson V, Ryan M, Watson E. Valuing experience factors in the provision of Chlamydia screening: an application to women attending the family planning clinic. Value Health. 2009;12(4):621–3.PubMed Watson V, Ryan M, Watson E. Valuing experience factors in the provision of Chlamydia screening: an application to women attending the family planning clinic. Value Health. 2009;12(4):621–3.PubMed
165.
go back to reference de Bekker-Grob EW, Essink-Bot ML, Meerding WJ, Koes BW, Steyerberg EW. Preferences of GPs and patients for preventive osteoporosis drug treatment: a discrete-choice experiment. Pharmacoeconomics. 2009;27(3):211–9.PubMed de Bekker-Grob EW, Essink-Bot ML, Meerding WJ, Koes BW, Steyerberg EW. Preferences of GPs and patients for preventive osteoporosis drug treatment: a discrete-choice experiment. Pharmacoeconomics. 2009;27(3):211–9.PubMed
166.
go back to reference Kruijshaar ME, Essink-Bot ML, Donkers B, Looman CW, Siersema PD, Steyerberg EW. A labelled discrete choice experiment adds realism to the choices presented: preferences for surveillance tests for Barrett esophagus. BMC Med Res Methodol. 2009;9:31.PubMedCentralPubMed Kruijshaar ME, Essink-Bot ML, Donkers B, Looman CW, Siersema PD, Steyerberg EW. A labelled discrete choice experiment adds realism to the choices presented: preferences for surveillance tests for Barrett esophagus. BMC Med Res Methodol. 2009;9:31.PubMedCentralPubMed
167.
go back to reference Hol L, de Bekker-Grob EW, van Dam L, Donkers B, Kuipers EJ, Habbema JD, et al. Preferences for colorectal cancer screening strategies: a discrete choice experiment. Br J Cancer. 2010;102(6):972–80.PubMedCentralPubMed Hol L, de Bekker-Grob EW, van Dam L, Donkers B, Kuipers EJ, Habbema JD, et al. Preferences for colorectal cancer screening strategies: a discrete choice experiment. Br J Cancer. 2010;102(6):972–80.PubMedCentralPubMed
168.
go back to reference Wirostko B, Beusterien K, Grinspan J, Ciulla T, Gonder J, Barsdorf A, et al. Patient preferences in the treatment of diabetic retinopathy. Patient Prefer Adherence. 2011;5:229–37.PubMedCentralPubMed Wirostko B, Beusterien K, Grinspan J, Ciulla T, Gonder J, Barsdorf A, et al. Patient preferences in the treatment of diabetic retinopathy. Patient Prefer Adherence. 2011;5:229–37.PubMedCentralPubMed
169.
go back to reference Flood EM, Ryan KJ, Rousculp MD, Beusterien KM, Divino VM, Block SL, et al. Parent preferences for pediatric influenza vaccine attributes. Clin Pediatr. 2011;50(4):338–47. Flood EM, Ryan KJ, Rousculp MD, Beusterien KM, Divino VM, Block SL, et al. Parent preferences for pediatric influenza vaccine attributes. Clin Pediatr. 2011;50(4):338–47.
170.
go back to reference Damman OC, Spreeuwenberg P, Rademakers J, Hendriks M. Creating compact comparative health care information: what are the key quality attributes to present for cataract and total hip or knee replacement surgery? Med Decis Making. 2012;32(2):287–300.PubMed Damman OC, Spreeuwenberg P, Rademakers J, Hendriks M. Creating compact comparative health care information: what are the key quality attributes to present for cataract and total hip or knee replacement surgery? Med Decis Making. 2012;32(2):287–300.PubMed
171.
go back to reference Tong BC, Huber JC, Ascheim DD, Puskas JD, Ferguson TB Jr, Blackstone EH, et al. Weighting composite endpoints in clinical trials: essential evidence for the heart team. Ann Thorac Surg. 2012;94(6):1908–13.PubMedCentralPubMed Tong BC, Huber JC, Ascheim DD, Puskas JD, Ferguson TB Jr, Blackstone EH, et al. Weighting composite endpoints in clinical trials: essential evidence for the heart team. Ann Thorac Surg. 2012;94(6):1908–13.PubMedCentralPubMed
172.
go back to reference Sung L, Alibhai SM, Ethier MC, Teuffel O, Cheng S, Fisman D, et al. Discrete choice experiment produced estimates of acceptable risks of therapeutic options in cancer patients with febrile neutropenia. J Clin Epidemiol. 2012;65(6):627–34.PubMed Sung L, Alibhai SM, Ethier MC, Teuffel O, Cheng S, Fisman D, et al. Discrete choice experiment produced estimates of acceptable risks of therapeutic options in cancer patients with febrile neutropenia. J Clin Epidemiol. 2012;65(6):627–34.PubMed
173.
go back to reference Marang-vandeMheen PJ, Elsinga J, Otten W, Versluijs M, Smeets HJ, Vree R, et al. The relative importance of quality of care information when choosing a hospital for surgical treatment: a hospital choice experiment. Med Decis Making. 2011;31(6):816–27. Marang-vandeMheen PJ, Elsinga J, Otten W, Versluijs M, Smeets HJ, Vree R, et al. The relative importance of quality of care information when choosing a hospital for surgical treatment: a hospital choice experiment. Med Decis Making. 2011;31(6):816–27.
174.
go back to reference Watson V, Carnon A, Ryan M, Cox D. Involving the public in priority setting: a case study using discrete choice experiments. J Public Health. 2012;34(2):253–60. Watson V, Carnon A, Ryan M, Cox D. Involving the public in priority setting: a case study using discrete choice experiments. J Public Health. 2012;34(2):253–60.
175.
go back to reference Bijlenga D, Bonsel GJ, Birnie E. Eliciting willingness to pay in obstetrics: comparing a direct and an indirect valuation method for complex health outcomes. Health Econ. 2011;20(11):1392–406.PubMed Bijlenga D, Bonsel GJ, Birnie E. Eliciting willingness to pay in obstetrics: comparing a direct and an indirect valuation method for complex health outcomes. Health Econ. 2011;20(11):1392–406.PubMed
176.
go back to reference Bijlenga D, Birnie E, Mol BW, Bonsel GJ. Obstetrical outcome valuations by patients, professionals, and laypersons: differences within and between groups using three valuation methods. BMC Pregnancy Childbirth. 2011;11:93.PubMedCentralPubMed Bijlenga D, Birnie E, Mol BW, Bonsel GJ. Obstetrical outcome valuations by patients, professionals, and laypersons: differences within and between groups using three valuation methods. BMC Pregnancy Childbirth. 2011;11:93.PubMedCentralPubMed
177.
go back to reference Palumbo A, De La FP, Rodriguez M, Sanchez F, Martinez-Salazar J, Munoz M, et al. Willingness to pay and conjoint analysis to determine women’s preferences for ovarian stimulating hormones in the treatment of infertility in Spain. Hum Reprod. 2011;26(7):1790–8.PubMedCentralPubMed Palumbo A, De La FP, Rodriguez M, Sanchez F, Martinez-Salazar J, Munoz M, et al. Willingness to pay and conjoint analysis to determine women’s preferences for ovarian stimulating hormones in the treatment of infertility in Spain. Hum Reprod. 2011;26(7):1790–8.PubMedCentralPubMed
178.
go back to reference Muhlbacher AC, Nubling M. Analysis of physicians’ perspectives versus patients’ preferences: direct assessment and discrete choice experiments in the therapy of multiple myeloma. Eur J Health Econ. 2011;12(3):193–203.PubMed Muhlbacher AC, Nubling M. Analysis of physicians’ perspectives versus patients’ preferences: direct assessment and discrete choice experiments in the therapy of multiple myeloma. Eur J Health Econ. 2011;12(3):193–203.PubMed
179.
go back to reference Manjunath R, Yang JC, Ettinger AB. Patients’ preferences for treatment outcomes of add-on antiepileptic drugs: a conjoint analysis. Epilepsy Behav. 2012;24(4):474–9.PubMed Manjunath R, Yang JC, Ettinger AB. Patients’ preferences for treatment outcomes of add-on antiepileptic drugs: a conjoint analysis. Epilepsy Behav. 2012;24(4):474–9.PubMed
180.
go back to reference Kinsler JJ, Cunningham WE, Nurena CR, Nadjat-Haiem C, Grinsztejn B, Casapia M, et al. Using conjoint analysis to measure the acceptability of rectal microbicides among men who have sex with men in four South American cities. AIDS Behav. 2012;16(6):1436–47.PubMed Kinsler JJ, Cunningham WE, Nurena CR, Nadjat-Haiem C, Grinsztejn B, Casapia M, et al. Using conjoint analysis to measure the acceptability of rectal microbicides among men who have sex with men in four South American cities. AIDS Behav. 2012;16(6):1436–47.PubMed
181.
go back to reference King MT, Viney R, Smith DP, Hossain I, Street D, Savage E, et al. Survival gains needed to offset persistent adverse treatment effects in localised prostate cancer. Br J Cancer. 2012;106(4):638–45.PubMedCentralPubMed King MT, Viney R, Smith DP, Hossain I, Street D, Savage E, et al. Survival gains needed to offset persistent adverse treatment effects in localised prostate cancer. Br J Cancer. 2012;106(4):638–45.PubMedCentralPubMed
182.
go back to reference Burnett HF, Regier DA, Feldman BM, Miller FA, Ungar WJ. Parents’ preferences for drug treatments in juvenile idiopathic arthritis: a discrete choice experiment. Arthritis Care Res. 2012;64(9):1382–91. Burnett HF, Regier DA, Feldman BM, Miller FA, Ungar WJ. Parents’ preferences for drug treatments in juvenile idiopathic arthritis: a discrete choice experiment. Arthritis Care Res. 2012;64(9):1382–91.
183.
go back to reference Bridges JF, Mohamed AF, Finnern HW, Woehl A, Hauber AB. Patients’ preferences for treatment outcomes for advanced non-small cell lung cancer: a conjoint analysis. Lung Cancer. 2012;77(1):224–31.PubMed Bridges JF, Mohamed AF, Finnern HW, Woehl A, Hauber AB. Patients’ preferences for treatment outcomes for advanced non-small cell lung cancer: a conjoint analysis. Lung Cancer. 2012;77(1):224–31.PubMed
184.
go back to reference Lee SJ, Newman PA, Comulada WS, Cunningham WE, Duan N. Use of conjoint analysis to assess HIV vaccine acceptability: feasibility of an innovation in the assessment of consumer health-care preferences. Int J STD AIDS. 2012;23(4):235–41.PubMedCentralPubMed Lee SJ, Newman PA, Comulada WS, Cunningham WE, Duan N. Use of conjoint analysis to assess HIV vaccine acceptability: feasibility of an innovation in the assessment of consumer health-care preferences. Int J STD AIDS. 2012;23(4):235–41.PubMedCentralPubMed
185.
go back to reference Wittink MN, Morales KH, Cary M, Gallo JJ, Bartels SJ. Towards personalizing treatment for depression: developing treatment values markers. Patient. 2013;6(1):35–43.PubMed Wittink MN, Morales KH, Cary M, Gallo JJ, Bartels SJ. Towards personalizing treatment for depression: developing treatment values markers. Patient. 2013;6(1):35–43.PubMed
186.
go back to reference Zimmermann TM, Clouth J, Elosge M, Heurich M, Schneider E, Wilhelm S, et al. Patient preferences for outcomes of depression treatment in Germany: a choice-based conjoint analysis study. J Affect Disord. 2013;148:210–9.PubMed Zimmermann TM, Clouth J, Elosge M, Heurich M, Schneider E, Wilhelm S, et al. Patient preferences for outcomes of depression treatment in Germany: a choice-based conjoint analysis study. J Affect Disord. 2013;148:210–9.PubMed
187.
go back to reference Mohamed AF, Johnson FR, Hauber AB, Lescrauwaet B, Masterson A. Physicians’ stated trade-off preferences for chronic hepatitis B treatment outcomes in Germany, France, Spain, Turkey, and Italy. Eur J Gastroenterol Hepatol. 2012;24(4):419–26.PubMed Mohamed AF, Johnson FR, Hauber AB, Lescrauwaet B, Masterson A. Physicians’ stated trade-off preferences for chronic hepatitis B treatment outcomes in Germany, France, Spain, Turkey, and Italy. Eur J Gastroenterol Hepatol. 2012;24(4):419–26.PubMed
188.
go back to reference Petrou S, McIntosh E. Women’s preferences for attributes of first-trimester miscarriage management: a stated preference discrete-choice experiment. Value Health. 2009;12(4):551–9.PubMed Petrou S, McIntosh E. Women’s preferences for attributes of first-trimester miscarriage management: a stated preference discrete-choice experiment. Value Health. 2009;12(4):551–9.PubMed
189.
go back to reference Sadique MZ, Devlin N, Edmunds WJ, Parkin D. The effect of perceived risks on the demand for vaccination: results from a discrete choice experiment. PLoS ONE. 2013;8(2):e54149.PubMedCentralPubMed Sadique MZ, Devlin N, Edmunds WJ, Parkin D. The effect of perceived risks on the demand for vaccination: results from a discrete choice experiment. PLoS ONE. 2013;8(2):e54149.PubMedCentralPubMed
190.
go back to reference Aristides M, Chen J, Schulz M, Williamson E, Clarke S, Grant K. Conjoint analysis of a new chemotherapy: willingness to pay and preference for the features of raltitrexed versus standard therapy in advanced colorectal cancer. Pharmacoeconomics. 2002;11:775–84. Aristides M, Chen J, Schulz M, Williamson E, Clarke S, Grant K. Conjoint analysis of a new chemotherapy: willingness to pay and preference for the features of raltitrexed versus standard therapy in advanced colorectal cancer. Pharmacoeconomics. 2002;11:775–84.
191.
go back to reference Watson V, Ryan M, Brown CT, Barnett G, Ellis BW, Emberton M. Eliciting preferences for drug treatment of lower urinary tract symptoms associated with benign prostatic hyperplasia. J Urol. 2004;172(6 Pt 1):2321–5.PubMed Watson V, Ryan M, Brown CT, Barnett G, Ellis BW, Emberton M. Eliciting preferences for drug treatment of lower urinary tract symptoms associated with benign prostatic hyperplasia. J Urol. 2004;172(6 Pt 1):2321–5.PubMed
192.
go back to reference Fraenkel L, Constantinescu F, Oberto-Medina M, Wittink DR. Women’s preferences for prevention of bone loss. J Rheumatol. 2005;32(6):1086–92.PubMed Fraenkel L, Constantinescu F, Oberto-Medina M, Wittink DR. Women’s preferences for prevention of bone loss. J Rheumatol. 2005;32(6):1086–92.PubMed
193.
go back to reference Fraenkel L, Gulanski B, Wittink DR. Preference for hip protectors among older adults at high risk for osteoporotic fractures. J Rheumatol. 2006;33(10):2064–8.PubMedCentralPubMed Fraenkel L, Gulanski B, Wittink DR. Preference for hip protectors among older adults at high risk for osteoporotic fractures. J Rheumatol. 2006;33(10):2064–8.PubMedCentralPubMed
194.
go back to reference Goto R, Nishimura S, Ida T. Discrete choice experiment of smoking cessation behaviour in Japan. Tobacco Control. 2007;16(5):336–43.PubMedCentralPubMed Goto R, Nishimura S, Ida T. Discrete choice experiment of smoking cessation behaviour in Japan. Tobacco Control. 2007;16(5):336–43.PubMedCentralPubMed
Metadata
Title
Risk as an Attribute in Discrete Choice Experiments: A Systematic Review of the Literature
Authors
Mark Harrison
Dan Rigby
Caroline Vass
Terry Flynn
Jordan Louviere
Katherine Payne
Publication date
01-06-2014
Publisher
Springer International Publishing
Published in
The Patient - Patient-Centered Outcomes Research / Issue 2/2014
Print ISSN: 1178-1653
Electronic ISSN: 1178-1661
DOI
https://doi.org/10.1007/s40271-014-0048-1

Other articles of this Issue 2/2014

The Patient - Patient-Centered Outcomes Research 2/2014 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.