Khan, NedaAl-Hamid, Duaa ZuhairChong, Peter HJMirza, FarhaanKumar, ArunShweta Kalyani, Kumar2026-06-292026-06-292024-05-23Health & Social Care in the Community, ISSN: 0966-0410 (Print); 1365-2524 (Online), Hindawi Limited, 2024(1). doi: 10.1155/2024/55101640966-04101365-2524http://hdl.handle.net/10292/21525Recently, baby healthcare monitoring systems have emerged as a key research area. However, numerous research studies have been conducted on babies and their state of either awakening or sleeping. But there is a lack of comprehensive and systematic review in this area of research. The existing research considers mostly the children's monitoring vital health parameters, in turn, giving relaxation to the parents in caring of their babies. Still, the fundamental practical issues related to daily life are missing. As a result, the safety of babies against suffocation and falling hazards for employed parents or mothers involved in the workforce has been overlooked. Only a few studies exist that cover the age range of 0 months to 4 years, with further focus on the age range of 6 months to 4 years. In response to these gaps in previous research and existing technologies, this review work proposes a vision for a baby safety system that utilizes various sensors and technologies like machine learning and image processing to ensure a safer environment for babies.Copyright © 2024 Neda Khan et al. Tis is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.https://creativecommons.org/licenses/by/4.0/4203 Health Services and Systems4206 Public Health42 Health Sciences44 Human Society4409 Social WorkGeneric health relevanceReproductive health and childbirth3 Good Health and Well Being1117 Public Health and Health Services1607 Social WorkNursingJournal ArticleOpenAccess10.1155/2024/5510164