Skip to main content
Top
Published in: BMC Public Health 1/2024

Open Access 01-12-2024 | Research

Exploring the medical decision-making patterns and influencing factors among the general Chinese public: a binary logistic regression analysis

Authors: Yuwen Lyu, Qian Xu, Junrong Liu

Published in: BMC Public Health | Issue 1/2024

Login to get access

Abstract

Objective

With the ongoing evolution of the healthcare system and shifts in cultural paradigms, there is a pressing need to delve into the medical decision-making behaviors of general Chinese public and understand their underlying motivations. This research seeks to elucidate the prevailing tendencies in these decision-making processes and to empirically validate the pivotal factors that shape their choices, offering valuable insights for healthcare policymakers and institutions.

Method

A comprehensive survey was administered to 2,696 Chinese residents to examine their medical decision-making patterns. These patterns were classified into two primary categories: Unilateral Decision-making (Doctor-dominant, Family-centric, and Patient-driven subtypes) and Collaborative Decision-making (Doctor-led, Doctor-Patient, Patient-Family, and Doctor-Patient-Family subtypes). Binary logistic regression analysis was employed to empirically pinpoint the significant factors influencing these decision-making frameworks.

Results

The study's analysis reveals distinct preferences in medical decision-making among Chinese residents. In the Collaborative Decision-making category, chosen by 70.81% of participants, the subtypes are as follows: Doctor-led (29.90%), Doctor-Patient (13.54%), Patient-Family (2.93%), and Doctor-Patient-Family (24.44%). The Unilateral Decision-making, preferred by 29.19%, includes Doctor-dominant (23.22%), Family-centric (1.74%), and Patient-driven (4.23%) models. The preference for Collaborative Decision-making is associated with higher educational levels, specific marital statuses (particularly married but childless), and choices of rural residents' basic medical insurance or occupational basic medical insurance. In contrast, Unilateral Decision-making correlates with males, individuals with religious beliefs, certain occupational roles (like civil servants), and holders of commercial or publicly funded medical insurance.

Conclusion

This study elucidates the complex interplay of socio-cultural and individual determinants shaping medical decision-making in China. The findings reveal a marked inclination towards collaborative models, closely linked to educational level, marital status, and specific insurance types, reflecting an evolving trend towards participatory healthcare. Simultaneously, the persistence of unilateral models, influenced by gender, religious beliefs, and occupational roles, highlights the heterogeneity within Chinese healthcare preferences. These insights are crucial for policymakers and healthcare practitioners, underscoring the need for adaptable, culturally attuned healthcare frameworks that cater to this diversity, thereby enhancing patient engagement and healthcare efficacy.
Appendix
Available only for authorised users
Literature
1.
go back to reference Aral S, Walker D. Identifying influential and susceptible members of social networks. Science. 2012;337(6092):337–41.PubMedCrossRef Aral S, Walker D. Identifying influential and susceptible members of social networks. Science. 2012;337(6092):337–41.PubMedCrossRef
2.
go back to reference Bennett K, Smith DH, Irwin H. Preferences for participation in medical decisions in China. Health Commun. 1999;11(3):261–84.CrossRef Bennett K, Smith DH, Irwin H. Preferences for participation in medical decisions in China. Health Commun. 1999;11(3):261–84.CrossRef
3.
go back to reference Bian L. Medical individualism or medical familism? A critical analysis of China’s new guidelines for informed consent: the basic norms of the documentation of the medical record. J Med Philos. 2015;40(4):371–86.PubMedCrossRef Bian L. Medical individualism or medical familism? A critical analysis of China’s new guidelines for informed consent: the basic norms of the documentation of the medical record. J Med Philos. 2015;40(4):371–86.PubMedCrossRef
4.
go back to reference Bizouarn P, Fiat E, Folscheid D. Rational choice, prediction, and medical decision. Contribution of severity scores. Ann Fr Anesth Reanim. 2001;20(9):807–12. Bizouarn P, Fiat E, Folscheid D. Rational choice, prediction, and medical decision. Contribution of severity scores. Ann Fr Anesth Reanim. 2001;20(9):807–12.
5.
go back to reference Blair SL, Madigan TJ. Marriage and fertility preferences among young women in China: changes over time. J Fam Issues. 2021;42(10):2353–76.CrossRef Blair SL, Madigan TJ. Marriage and fertility preferences among young women in China: changes over time. J Fam Issues. 2021;42(10):2353–76.CrossRef
6.
go back to reference Danner M, Geiger F, Wehkamp K, Rueffer JU, Kuch C, Sundmacher L, Scheibler F. Making shared decision-making (SDM) a reality: protocol of a large-scale long-term SDM implementation programme at a Northern German University Hospital. BMJ Open. 2020;10(10):e037575. Danner M, Geiger F, Wehkamp K, Rueffer JU, Kuch C, Sundmacher L, Scheibler F. Making shared decision-making (SDM) a reality: protocol of a large-scale long-term SDM implementation programme at a Northern German University Hospital. BMJ Open. 2020;10(10):e037575.
7.
go back to reference Dong K. Medical insurance system evolution in China. China Economic Review. 2009;20(4):591–7.CrossRef Dong K. Medical insurance system evolution in China. China Economic Review. 2009;20(4):591–7.CrossRef
8.
go back to reference Edwards A & Elwyn G. Shared decision-making in health care: Achieving evidence-based patient choice. New York: Oxford University Press, USA; 2009. Edwards A & Elwyn G. Shared decision-making in health care: Achieving evidence-based patient choice. New York: Oxford University Press, USA; 2009.
9.
go back to reference Edwards M, Wood F, Davies M, Edwards A. The development of health literacy in patients with a long-term health condition: the health literacy pathway model. BMC Public Health. 2012;12(1):1–15.CrossRef Edwards M, Wood F, Davies M, Edwards A. The development of health literacy in patients with a long-term health condition: the health literacy pathway model. BMC Public Health. 2012;12(1):1–15.CrossRef
10.
go back to reference Elwyn G, Frosch D, Thomson R, Joseph-Williams N, Lloyd A, Kinnersley P, Rollnick S. Shared decision making: a model for clinical practice. J Gen Intern Med. 2012;27:1361–7.PubMedPubMedCentralCrossRef Elwyn G, Frosch D, Thomson R, Joseph-Williams N, Lloyd A, Kinnersley P, Rollnick S. Shared decision making: a model for clinical practice. J Gen Intern Med. 2012;27:1361–7.PubMedPubMedCentralCrossRef
11.
go back to reference Fan R. Critical care ethics in Asia: global or local? J Med Philos. 1998;23(6):547–62.CrossRef Fan R. Critical care ethics in Asia: global or local? J Med Philos. 1998;23(6):547–62.CrossRef
12.
go back to reference Fan R. Contemporary Confucian Bioethics. China: Peking University Press; 2011. Fan R. Contemporary Confucian Bioethics. China: Peking University Press; 2011.
13.
go back to reference Faul F, Erdfelder E, Lang A-G, Buchner A. G* Power 3: A flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behav Res Methods. 2007;39(2):175–91.PubMedCrossRef Faul F, Erdfelder E, Lang A-G, Buchner A. G* Power 3: A flexible statistical power analysis program for the social, behavioral, and biomedical sciences. Behav Res Methods. 2007;39(2):175–91.PubMedCrossRef
14.
go back to reference Fernández-Gutiérrez M, Van de Walle S. Equity or efficiency? Explaining public officials’ values. Public Adm Rev. 2019;79(1):25–34.CrossRef Fernández-Gutiérrez M, Van de Walle S. Equity or efficiency? Explaining public officials’ values. Public Adm Rev. 2019;79(1):25–34.CrossRef
15.
go back to reference Frederick PD, Nelson HD, Carney PA, Brunye TT, Allison KH, Weaver DL, Elmore JG. The influence of disease severity of preceding clinical cases on pathologists’ medical decision making. Med Decis Mak. 2017;37(1):91–100.CrossRef Frederick PD, Nelson HD, Carney PA, Brunye TT, Allison KH, Weaver DL, Elmore JG. The influence of disease severity of preceding clinical cases on pathologists’ medical decision making. Med Decis Mak. 2017;37(1):91–100.CrossRef
16.
go back to reference Galletta M, Piazza MF, Meloni SL, Chessa E, Piras I, Arnetz JE, D’Aloja E. Patient Involvement in Shared Decision-Making: Do Patients Rate Physicians and Nurses Differently? Int J Environ Res Public Health. 2022;19(21):14229.PubMedPubMedCentralCrossRef Galletta M, Piazza MF, Meloni SL, Chessa E, Piras I, Arnetz JE, D’Aloja E. Patient Involvement in Shared Decision-Making: Do Patients Rate Physicians and Nurses Differently? Int J Environ Res Public Health. 2022;19(21):14229.PubMedPubMedCentralCrossRef
17.
18.
go back to reference Ijäs-Kallio T, Ruusuvuori J, Peräkylä A. ’Unilateral’decision making and patient participation in primary care. Commun Med. 2011;8(2):145.PubMedCrossRef Ijäs-Kallio T, Ruusuvuori J, Peräkylä A. ’Unilateral’decision making and patient participation in primary care. Commun Med. 2011;8(2):145.PubMedCrossRef
19.
go back to reference Inglehart R & Oyserman D. Individualism, autonomy, self-expression: The human development syndrome. In Comparing cultures (pp. 73-96). Leiden: Brill; 2004. Inglehart R & Oyserman D. Individualism, autonomy, self-expression: The human development syndrome. In Comparing cultures (pp. 73-96). Leiden: Brill; 2004.
20.
go back to reference Jin P, Zhang X. Family refusal of emergency medical treatment in China: an investigation from legal, empirical and ethical perspectives. Bioethics. 2020;34(3):306–17.PubMedCrossRef Jin P, Zhang X. Family refusal of emergency medical treatment in China: an investigation from legal, empirical and ethical perspectives. Bioethics. 2020;34(3):306–17.PubMedCrossRef
21.
go back to reference Jordan Z, Tremblay C, Lipstein E, Jordan I, Boland L. Is sharing really caring? Viewpoints on shared decision-making in paediatrics. J Paediatr Child Health. 2020;56(5):672–4.PubMedCrossRef Jordan Z, Tremblay C, Lipstein E, Jordan I, Boland L. Is sharing really caring? Viewpoints on shared decision-making in paediatrics. J Paediatr Child Health. 2020;56(5):672–4.PubMedCrossRef
22.
go back to reference Kickbusch IS. Health literacy: addressing the health and education divide. Health Promot Int. 2001;16(3):289–97.PubMedCrossRef Kickbusch IS. Health literacy: addressing the health and education divide. Health Promot Int. 2001;16(3):289–97.PubMedCrossRef
23.
go back to reference Hilbe JM. Logistic regression. Int encyclopedia Stat Sci. 2011;1:15–32. Hilbe JM. Logistic regression. Int encyclopedia Stat Sci. 2011;1:15–32.
24.
go back to reference King JS, Moulton BW. Rethinking informed consent: the case for shared medical decision-making. Am J Law Med. 2006;32(4):429–501.PubMedCrossRef King JS, Moulton BW. Rethinking informed consent: the case for shared medical decision-making. Am J Law Med. 2006;32(4):429–501.PubMedCrossRef
26.
27.
go back to reference Levinson W, Kao A, Kuby A, Thisted RA. Not all patients want to participate in decision making: a national study of public preferences. J Gen Internal Med. 2005;20(6):531–5.CrossRef Levinson W, Kao A, Kuby A, Thisted RA. Not all patients want to participate in decision making: a national study of public preferences. J Gen Internal Med. 2005;20(6):531–5.CrossRef
28.
go back to reference Liberati A, Apolone G, Nicolucci A, Confalonieri C, Fossati R, Grilli R, Alexanian A. The role of attitudes, beliefs, and personal characteristics of Italian physicians in the surgical treatment of early breast cancer. Am J Public Health. 1991;81(1):38–42.PubMedPubMedCentralCrossRef Liberati A, Apolone G, Nicolucci A, Confalonieri C, Fossati R, Grilli R, Alexanian A. The role of attitudes, beliefs, and personal characteristics of Italian physicians in the surgical treatment of early breast cancer. Am J Public Health. 1991;81(1):38–42.PubMedPubMedCentralCrossRef
29.
go back to reference Liu J, Wu K, Xie H. Research on medical decision model and decision subject’s choice Tendency. Med Philos. 2018;39(10):14–20. Liu J, Wu K, Xie H. Research on medical decision model and decision subject’s choice Tendency. Med Philos. 2018;39(10):14–20.
30.
go back to reference Lyttle DJ, Ryan A. Factors influencing older patients’ participation in care: a review of the literature. Int J Older People Nurs. 2010;5(4):274–82.PubMedCrossRef Lyttle DJ, Ryan A. Factors influencing older patients’ participation in care: a review of the literature. Int J Older People Nurs. 2010;5(4):274–82.PubMedCrossRef
31.
go back to reference Lyu Y, Liu J. Construction of a shared decision-making model between doctor and patient in China based on selection preferences. Humanit Soc Sci Commun. 2023;10(1):1–7.CrossRef Lyu Y, Liu J. Construction of a shared decision-making model between doctor and patient in China based on selection preferences. Humanit Soc Sci Commun. 2023;10(1):1–7.CrossRef
32.
go back to reference Matthias MS, Salyers MP, Frankel RM. Re-thinking shared decision-making: context matters. Patient Educ Counsel. 2013;91(2):176–9.CrossRef Matthias MS, Salyers MP, Frankel RM. Re-thinking shared decision-making: context matters. Patient Educ Counsel. 2013;91(2):176–9.CrossRef
33.
go back to reference McCaffery KJ, Smith SK, Wolf M. The challenge of shared decision making among patients with lower literacy: a framework for research and development. Med Decis Mak. 2010;30(1):35–44.CrossRef McCaffery KJ, Smith SK, Wolf M. The challenge of shared decision making among patients with lower literacy: a framework for research and development. Med Decis Mak. 2010;30(1):35–44.CrossRef
34.
go back to reference Nguyen TA, Giang LT. Factors influencing the vietnamese older persons in choosing healthcare facilities. Health Serv Insights. 2021;14:11786329211017426.PubMedPubMedCentral Nguyen TA, Giang LT. Factors influencing the vietnamese older persons in choosing healthcare facilities. Health Serv Insights. 2021;14:11786329211017426.PubMedPubMedCentral
35.
go back to reference Odero A, Pongy M, Chauvel L, Voz B, Spitz E, Pétré B, Baumann M. Core values that influence the patient—healthcare professional power dynamic: steering interaction towards partnership. Int J Environ Res Public Health. 2020;17(22):8458.PubMedPubMedCentralCrossRef Odero A, Pongy M, Chauvel L, Voz B, Spitz E, Pétré B, Baumann M. Core values that influence the patient—healthcare professional power dynamic: steering interaction towards partnership. Int J Environ Res Public Health. 2020;17(22):8458.PubMedPubMedCentralCrossRef
36.
go back to reference Parish O, Williams D, Odd D, Joseph-Williams N. Barriers and facilitators to shared decision-making in neonatal medicine: a systematic review and thematic synthesis of parental perceptions. Patient Educ Counsel. 2022;105(5):1101–14.CrossRef Parish O, Williams D, Odd D, Joseph-Williams N. Barriers and facilitators to shared decision-making in neonatal medicine: a systematic review and thematic synthesis of parental perceptions. Patient Educ Counsel. 2022;105(5):1101–14.CrossRef
37.
go back to reference Physicians*, A. C. o. Achieving a high-performance health care system with universal access: what the United States can learn from other countries. Ann Intern Med. 2008;148(1):55–75.CrossRef Physicians*, A. C. o. Achieving a high-performance health care system with universal access: what the United States can learn from other countries. Ann Intern Med. 2008;148(1):55–75.CrossRef
38.
go back to reference Pieterse AH, Finset A. Shared decision making-much studied, much still unknown. Patient Educ Counsel. 2019;102(11):1946–8.CrossRef Pieterse AH, Finset A. Shared decision making-much studied, much still unknown. Patient Educ Counsel. 2019;102(11):1946–8.CrossRef
39.
go back to reference Vrijheid M. The exposome: a new paradigm to study the impact of environment on health. Thorax. 2014;69(9):876–8. Vrijheid M. The exposome: a new paradigm to study the impact of environment on health. Thorax. 2014;69(9):876–8.
40.
go back to reference Siebinga VY, Driever EM, Stiggelbout AM, Brand PL. Shared decision making, patient-centered communication and patient satisfaction–A cross-sectional analysis. Patient Educ Counsel. 2022;105(7):2145–50.CrossRef Siebinga VY, Driever EM, Stiggelbout AM, Brand PL. Shared decision making, patient-centered communication and patient satisfaction–A cross-sectional analysis. Patient Educ Counsel. 2022;105(7):2145–50.CrossRef
41.
go back to reference Sox HC, Higgins MC, Owens DK, Schmidler GS. Medical decision making. Hoboken: Wiley; 2024. Sox HC, Higgins MC, Owens DK, Schmidler GS. Medical decision making. Hoboken: Wiley; 2024.
42.
go back to reference Stacey D, Legare F, Boland L, Lewis KB, Loiselle M-C, Hoefel L, O’Connor A. 20th anniversary Ottawa decision support framework: part 3 overview of systematic reviews and updated framework. Med Decis Mak. 2020;40(3):379–98.CrossRef Stacey D, Legare F, Boland L, Lewis KB, Loiselle M-C, Hoefel L, O’Connor A. 20th anniversary Ottawa decision support framework: part 3 overview of systematic reviews and updated framework. Med Decis Mak. 2020;40(3):379–98.CrossRef
43.
44.
go back to reference Su G. Infections in Patients with Chronic Kidney Disease: Patterns, Outcomes and the Role of Vitamin D for Future Prevention. Stockholm: Karolinska Institutet (Sweden); 2019. Su G. Infections in Patients with Chronic Kidney Disease: Patterns, Outcomes and the Role of Vitamin D for Future Prevention. Stockholm: Karolinska Institutet (Sweden); 2019.
45.
go back to reference Suhonen R, Välimäki M, Katajisto J. Individualized care in a Finnish healthcare organization. J Clin Nurs. 2000;9(2):218–27.PubMedCrossRef Suhonen R, Välimäki M, Katajisto J. Individualized care in a Finnish healthcare organization. J Clin Nurs. 2000;9(2):218–27.PubMedCrossRef
46.
go back to reference Tan NQ, Maki KG, López-Olivo MA, Geng Y, Volk RJ. Cultural influences on shared decision-making among Asian Americans: a systematic review and meta-synthesis of qualitative studies. Patient Educ Counsel. 2023;106:17–30.CrossRef Tan NQ, Maki KG, López-Olivo MA, Geng Y, Volk RJ. Cultural influences on shared decision-making among Asian Americans: a systematic review and meta-synthesis of qualitative studies. Patient Educ Counsel. 2023;106:17–30.CrossRef
47.
go back to reference Tauber AI. Historical and philosophical reflections on patient autonomy. Health Care Analysis. 2001;9:299–319.PubMedCrossRef Tauber AI. Historical and philosophical reflections on patient autonomy. Health Care Analysis. 2001;9:299–319.PubMedCrossRef
48.
go back to reference Tian S, Yang W, Le Grange JM, Wang P, Huang W, Ye Z. Smart healthcare: making medical care more intelligent. Global Health J. 2019;3(3):62–5.CrossRef Tian S, Yang W, Le Grange JM, Wang P, Huang W, Ye Z. Smart healthcare: making medical care more intelligent. Global Health J. 2019;3(3):62–5.CrossRef
49.
go back to reference Timmermans S. The engaged patient: The relevance of patient–physician communication for twenty-first-century health. J Health Soc Behav. 2020;61(3):259–73.PubMedCrossRef Timmermans S. The engaged patient: The relevance of patient–physician communication for twenty-first-century health. J Health Soc Behav. 2020;61(3):259–73.PubMedCrossRef
50.
go back to reference Tjia J, Clayton M, Chiriboga G, Staples B, Puerto G, Rappaport L, DeSanto-Madeya S. Stakeholder-engaged process for refining the design of a clinical trial in home hospice. BMC Med Res Methodol. 2021;21:1–9.CrossRef Tjia J, Clayton M, Chiriboga G, Staples B, Puerto G, Rappaport L, DeSanto-Madeya S. Stakeholder-engaged process for refining the design of a clinical trial in home hospice. BMC Med Res Methodol. 2021;21:1–9.CrossRef
51.
go back to reference Yao X. Confucianism and its modern values: Confucian moral, educational and spiritual heritages revisited. J Beliefs Values. 1999;20(1):30–40. Yao X. Confucianism and its modern values: Confucian moral, educational and spiritual heritages revisited. J Beliefs Values. 1999;20(1):30–40.
52.
go back to reference Wahyudi A, Trihapsoro I, Yuwanto L, Indrawati R, Nazeli B. Patient and Family Engagement: The Secret Behind Quality Healthcare Services (Literature Review). East Asian J Multidiscipl Res. 2023;2(9):3645–64.CrossRef Wahyudi A, Trihapsoro I, Yuwanto L, Indrawati R, Nazeli B. Patient and Family Engagement: The Secret Behind Quality Healthcare Services (Literature Review). East Asian J Multidiscipl Res. 2023;2(9):3645–64.CrossRef
53.
go back to reference Wang WW, Fan CC. Migrant workers’ integration in urban China: Experiences in employment, social adaptation, and self-identity. Eurasian Geogr Econ. 2012;53(6):731–49.CrossRef Wang WW, Fan CC. Migrant workers’ integration in urban China: Experiences in employment, social adaptation, and self-identity. Eurasian Geogr Econ. 2012;53(6):731–49.CrossRef
54.
go back to reference Zakaria M, Karim R, Rahman M, Cheng F, Xu J. Disparity in physician-patient communication by ethnicity: Evidence from Bangladesh. Int J Equity Health. 2021;20(1):1–9.CrossRef Zakaria M, Karim R, Rahman M, Cheng F, Xu J. Disparity in physician-patient communication by ethnicity: Evidence from Bangladesh. Int J Equity Health. 2021;20(1):1–9.CrossRef
Metadata
Title
Exploring the medical decision-making patterns and influencing factors among the general Chinese public: a binary logistic regression analysis
Authors
Yuwen Lyu
Qian Xu
Junrong Liu
Publication date
01-12-2024
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2024
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/s12889-024-18338-8

Other articles of this Issue 1/2024

BMC Public Health 1/2024 Go to the issue