Mapping the Divide: A VOSviewer Analysis of Four Decades of Maternal Mortality Research and the Search for Causal Novelty

Authors

  • Lilis Masyfufah College of Public Health Faculty, Airlangga University, Indonesia Author
  • Nyoman Anita Damayanti Lecturer of Public Health Faculty, Airlangga University, Indonesia Author
  • Erwin Astha Triyono Lecturer of Medical Faculty, Airlangga University, Indonesia Author
  • Serlly Frida Drastiyana Health Administration, STIKES Yayasan RS Dr. Soetomo, Indonesia Author
  • Diah Wijayanti Sutha Medical Health Record and Health Information, STIKES Yayasan RS Dr. Soetomo, Indonesia Author

Keywords:

Maternal Mortality, Bibliometric Analysis, VOSviewer, Health Disparity, Developing Countries

Abstract

This study investigates the global evolution and distribution of maternal mortality research, identifying key thematic trends and gaps from 1983 to 2027. Using a bibliometric analysis of 994 publications from the Scopus Database and employing VOSviewer software, we mapped the research landscape by analyzing keyword co-occurrence and publication year trends. Results show that research intensity is heavily concentrated around the clinical and demographic core, featuring terms like "maternal mortality," "pregnancy," and "infant mortality," predominantly studied in the context of "developing countries." The temporal analysis revealed that research volume sharply increased in response to global initiatives (e.g., a spike around 1992 following the Safe Motherhood Initiative) and recent crises (a peak in 2023 driven by SDG pressure and the COVID-19 pandemic). The thematic analysis highlights a critical, emerging interest in "health policy" and "health disparity," yet these crucial policy and equity themes exhibit a low density of literature compared to the core clinical topics. In conclusion, while the research agenda is now focused on the systemic roots of maternal death (indirect determinants), there remains a significant gap between the recognition of policy failures and the volume of sustained, implementation-focused research required to address deeply entrenched health inequities.

References

AbouZahr, C. (2003). Safe Motherhood: A brief history of the global movement 1947-2002. In British Medical Bulletin (Vol. 67, pp. 13–25). https://doi.org/10.1093/bmb/ldg014

Alburuda, F., & Damayanti, N. A. (2019). Relationship of Family Support to Antenatal Care (ANC) Inspection in Work Area of Puskesmas Gunung Anyar Surabaya. Universitas Airlangga.

Catalano, A., Davis, N. L., Petersen, E. E., Harrison, C., Kieltyka, L., You, M., Conrey, E. J., Ewing, A. C., Callaghan, W. M., & Goodman, D. A. (2020). Pregnant? Validity of the pregnancy checkbox on death certificates in four states, and characteristics associated with pregnancy checkbox errors. American Journal of Obstetrics and Gynecology, 222(3), 269.e1-269.e8. https://doi.org/10.1016/j.ajog.2019.10.005

Cresswell, Jennifer. (2023). Trends in Maternal Mortality 2000 to 2020. World Health Organization.

Damayanti, N. A., Dewi, E. R., Anis, W., & Armunanto, A. (2022). Implementation of Geliat Program From Universitas Airlangga: Improving Maternal Health Along With Satisfaction of Women and Midwifery Students. Malaysian Journal of Medicine and Health Sciences, 18(SUPP12), 156–163. https://www.researchgate.net/publication/366065566

de Jersey, S., Meloncelli, N., Guthrie, T., Powlesland, H., Callaway, L., Chang, A. T., Wilkinson, S., Comans, T., & Eakin, E. (2022). Outcomes from a hybrid implementation-effectiveness study of the living well during pregnancy Tele-coaching program for women at high risk of excessive gestational weight gain. BMC Health Services Research, 22(1), 589. https://doi.org/10.1186/s12913-022-08002-5

Dehghani, N., Naseri, M., & Kharazmi, H. A. (2025). Reducing Maternal and Infant Mortality: Global Challenges and Integrated Strategies Toward 2030. Health Provid, 5(8), 135–175. https://doi.org/10.22034/HP.2025.533662.1071

Demeke, H. S., Gebremariam, K., & Abreha, G. F. (2025). Quality of antenatal care and associated factors in public and private facilities of Western Hararghe Zone Ethiopia using WHO framework. Scientific Reports, 15(1), 27881. https://doi.org/10.1038/s41598-025-09030-x

Hasen, A. A. (2025). Antenatal care visits and its determinants among women in Afar regional state: North Eastern Ethiopia. BMC Health Services Research, 25(1), 180. https://doi.org/10.1186/s12913-025-12332-5

Jones, L., Damayanti, N. A., Wiseman, N., & Harris, N. (2021). Factors Shaping Uptake of Antenatal Care in Surabaya Municipality, Indonesia: A Qualitative Study. In Kesmas (Vol. 16, Issue 3, pp. 189–198). Universitas Indonesia, Faculty of public health. https://doi.org/10.21109/kesmas.v16i3.4849

Kanakasabapathy, R. A., & Annamalai, N. (2022). Mentoring of the Primary Health Centers by Obstetricians: A Novel Public Health Program from Tamil Nadu, India. Journal of South Asian Federation of Obstetrics and Gynaecology, 14(5), 606–610. https://doi.org/10.5005/jp-journals-10006-2144

Kassebaum, N. J., Barber, R. M., Bhutta, Z. A., Dandona, L., Gething, P. W., Hay, S. I., Kinfu, Y., Larson, H. J., Liang, X., Lim, S. S., Lopez, A. D., Lozano, R., Mensah, G. A., Mokdad, A. H., Naghavi, M., Pinho, C., Salomon, J. A., Steiner, C., Vos, T., … Murray, C. J. L. (2016). Global, regional, and national levels of maternal mortality, 1990–2015: a systematic analysis for the Global Burden of Disease Study 2015. The Lancet, 388(10053), 1775–1812. https://doi.org/10.1016/S0140-6736(16)31470-2

MacDorman, M. F., Declercq, E., & Thoma, M. E. (2017). Trends in Maternal Mortality by Sociodemographic Characteristics and Cause of Death in 27 States and the District of Columbia. Obstetrics & Gynecology, 129(5), 811–818. https://doi.org/10.1097/AOG.0000000000001968

Mengist, B., Semahegn, A., Yibabie, S., Amsalu, B., & Tura, A. K. (2024). Barriers to proper maternal referral system in selected health facilities in Eastern Ethiopia: a qualitative study. BMC Health Services Research, 24(1). https://doi.org/10.1186/s12913-024-10825-3

Moonen, B., Cohen, J. M., Tatem, A. J., Cohen, J., Hay, S. I., Sabot, O., & Smith, D. L. (2010). A framework for assessing the feasibility of malaria elimination. Malaria Journal, 9(1), 322. https://doi.org/10.1186/1475-2875-9-322

Orosz, A. (2025). Inside the Sustainable Development Goals. Routledge. https://doi.org/10.4324/9781032702681

Pacagnella, R. C., Cecatti, J. G., Parpinelli, M. A., Sousa, M. H., Haddad, S. M., Costa, M. L., Souza, J. P., Pattinson, R. C., Surita, F. G., Pinto e Silva, J. L., Camargo, R. S., Zotareli, V., Gurgel, L. T., Say, L., Rudge, M. V., Calderon, I. M., Bahamondes, M. V., Santana, D. S., Gonçalves, S. P., … Campanharo, F. F. (2014). Delays in receiving obstetric care and poor maternal outcomes: Results from a national multicentre cross-sectional study. BMC Pregnancy and Childbirth, 14(1). https://doi.org/10.1186/1471-2393-14-159

Say, L., Chou, D., Gemmill, A., Tunçalp, Ö., Moller, A. B., Daniels, J., Gülmezoglu, A. M., Temmerman, M., & Alkema, L. (2014). Global causes of maternal death: A WHO systematic analysis. The Lancet Global Health, 2(6). https://doi.org/10.1016/S2214-109X(14)70227-X

Sester, M., Giehl, C., McNerney, R., Kampmann, B., Walzl, G., Cuchí, P., Wingfield, C., Lange, C., Migliori, G. B., Kritski, A. L., & Meyerhans, A. (2010). Challenges and perspectives for improved management of HIV/ Mycobacterium tuberculosis co-infection. European Respiratory Journal, 36(6), 1242–1247. https://doi.org/10.1183/09031936.00040910

Soori, H., Omoyeni, T. M., & Habibifar, Z. (2025). Advances and Challenges in Maternal and Child Health (MCH) in the West Asia and North Africa (WANA) Region: A Path to Achieving the 2030 Sustainable Development Goals (SDGs). Shiraz E-Medical Journal, 26(4). https://doi.org/10.5812/semj-154457

Soto-Cabezas, G., Vásquez-Mejía, A., Gil, F., Reyes, M., Juscamaita, R., Oyola, A., Romero, L. T., Mujica, O. J., Sanhueza, A., & Munayco, C. V. (2025). Maternal mortality in Peru: trends, determinants, inequalities, and the impact of COVID-19. International Journal for Equity in Health, 24(1), 248. https://doi.org/10.1186/s12939-025-02588-y

Spiegel, P. B., Hering, H., Paik, E., & Schilperoord, M. (2010). Conflict-affected displaced persons need to benefit more from HIV and malaria national strategic plans and Global Fund grants. http://www.conflictandhealth.com/content/4/1/2

Thaddeus’, S., & Maine, D. (1994). Too Far to Walk: Maternal Mortality in Context. In Sm. Sci. Med (Vol. 38, Issue 8).

Tiwari, A., Wu, W. J., Citrin, D., Bhatta, A., Bogati, B., Halliday, S., Goldberg, A., Khadka, S., Khatri, R., Kshetri, Y., Rayamazi, H. J., Sapkota, S., Saud, S., Thapa, A., Vreeman, R., & Maru, S. (2022). “Our Mothers do Not Tell Us”: a Qualitative Study of Adolescent Girls’ Perspectives on Sexual and Reproductive Health in Rural Nepal. Sexual and Reproductive Health Matters, 29(2), 356–0. https://doi.org/10.1080/26410397.2022.2068211

UNFPA. (2023). The Social Determinants of Maternal Death and Disability. www.unfpa.org

Uzuegbu, C. N., Nnama-Okechukwu, C. U., & Udeze, O. N. (2024). Access to Maternal and Child Health Care Services in Primary Health Care Centers in Nigeria: Perspectives from Primary Health Care Nurses. Journal of Human Rights and Social Work, 9(4), 606–614. https://doi.org/10.1007/s41134-024-00320-4

van Eck, N. J., & Waltman, L. (2010). Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics, 84(2), 523–538. https://doi.org/10.1007/s11192-009-0146-3

World Health Organization. (2023a). Trends in maternal mortality 2000 to 2020: estimates by WHO, UNICEF, UNFPA, World Bank Group and UNDESA.

World Health Organization. (2023b). Trends in maternal mortality 2000 to 2020: estimates by WHO, UNICEF, UNFPA, World Bank Group and UNDESA.

Downloads

Published

2026-01-27