{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,7,30]],"date-time":"2025-07-30T16:29:35Z","timestamp":1753892975661,"version":"3.41.2"},"reference-count":34,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2024,11,19]],"date-time":"2024-11-19T00:00:00Z","timestamp":1731974400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Public Health"],"abstract":"<jats:sec><jats:title>Introduction<\/jats:title><jats:p>This study aims to explore the relationship between healthcare and future education among the rural low-income population, using <jats:italic>J<\/jats:italic> City in Guangdong Province as the focal area. Addressing both healthcare and educational concerns, this research seeks to provide insights that can guide policy and support for this demographic.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>Utilizing big data analysis and deep learning algorithms, a targeted intelligent identification classification model was developed to accurately detect and classify rural low-income individuals. Additionally, a questionnaire survey methodology was employed to separately investigate healthcare and future education dimensions among the identified population.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>The proposed model achieved a population identification accuracy of 91.93%, surpassing other baseline neural network algorithms by at least 2.65%. Survey results indicated low satisfaction levels in healthcare areas, including medical resource distribution, medication costs, and access to basic medical facilities, with satisfaction rates below 50%. Regarding future education, issues such as tuition burdens, educational opportunity disparities, and accessibility challenges highlighted the concerns of rural low-income families.<\/jats:p><\/jats:sec><jats:sec><jats:title>Discussion<\/jats:title><jats:p>The high accuracy of the model demonstrates its potential for precise identification and classification of low-income populations. Insights derived from healthcare and education surveys reveal systemic issues affecting satisfaction and accessibility. This research thus provides a valuable foundation for future studies and policy development targeting rural low-income populations in healthcare and education.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fpubh.2024.1384474","type":"journal-article","created":{"date-parts":[[2024,11,19]],"date-time":"2024-11-19T06:19:11Z","timestamp":1731997151000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":1,"title":["Dual assurance for healthcare and future education development: normalized assistance for low-income population in rural areas\u2014evidence from the population identification"],"prefix":"10.3389","volume":"12","author":[{"given":"Xiaoyan","family":"Peng","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanzhao","family":"Zeng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yanrui","family":"Chen","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Huaxing","family":"Wang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1965","published-online":{"date-parts":[[2024,11,19]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1080\/17441692.2020.1864751","article-title":"Structural competency and global health education","volume":"17","author":"Harvey","year":"2022","journal-title":"Glob Public Health"},{"key":"ref2","doi-asserted-by":"publisher","first-page":"101178","DOI":"10.1016\/j.seps.2021.101178","article-title":"The impact of internet development on the health of Chinese residents: transmission mechanisms and empirical tests","volume":"81","author":"Wu","year":"2022","journal-title":"Socio Econ Plan Sci"},{"key":"ref3","doi-asserted-by":"publisher","first-page":"S1","DOI":"10.1080\/26895269.2022.2100644","article-title":"Standards of care for the health of transgender and gender diverse people, version 8","volume":"23","author":"Coleman","year":"2022","journal-title":"Int J Transgender Health"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"689","DOI":"10.1186\/s12909-023-04698-z","article-title":"Revolutionizing healthcare: the role of artificial intelligence in clinical practice","volume":"23","author":"Alowais","year":"2023","journal-title":"BMC Med Educ"},{"key":"ref5","doi-asserted-by":"publisher","first-page":"12","DOI":"10.1016\/j.iotcps.2022.04.001","article-title":"Medical 4.0 technologies for healthcare: features, capabilities, and applications","volume":"2","author":"Haleem","year":"2022","journal-title":"Internet Things Cyber-Phys Syst"},{"key":"ref6","doi-asserted-by":"publisher","first-page":"6074","DOI":"10.1109\/jbhi.2023.3316750","article-title":"Large AI models in health informatics: applications, challenges, and the future","volume":"27","author":"Qiu","year":"2023","journal-title":"IEEE J Biomed Health Inform"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"105458","DOI":"10.1016\/j.compbiomed.2022.105458","article-title":"Machine learning in medical applications: a review of state-of-the-art methods","volume":"145","author":"Shehab","year":"2022","journal-title":"Comput Biol Med"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"19","DOI":"10.1108\/CDI-09-2022-0266","article-title":"Career implications of career shocks through the lens of gender: the role of the academic career script","volume":"28","author":"Van Helden","year":"2023","journal-title":"Career Dev Int"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"901","DOI":"10.1177\/08948453221131362","article-title":"Role of family acculturation stress in career development among adolescents from multicultural families in Korea","volume":"50","author":"Jo","year":"2022","journal-title":"J Career Dev"},{"key":"ref10","doi-asserted-by":"publisher","first-page":"43","DOI":"10.1080\/13607863.2021.2017847","article-title":"Physical multimorbidity, depressive symptoms, and social participation in adults over 50 years of age: findings from the English longitudinal study of ageing","volume":"27","author":"Ronaldson","year":"2023","journal-title":"Aging Ment Health"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"1259","DOI":"10.1017\/S0144686X21001057","article-title":"Social participation and life satisfaction among older adults: diversity of practices and social inequality in Switzerland","volume":"43","author":"Baeriswyl","year":"2023","journal-title":"Ageing Soc"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1177\/01640275231174561","article-title":"Influence of hearing loss on social participation in older adults: results from a scoping review","volume":"46","author":"Prieur Chaintr\u00e9","year":"2023","journal-title":"Res Aging"},{"key":"ref13","doi-asserted-by":"publisher","first-page":"207","DOI":"10.1111\/jrh.12525","article-title":"Health care disparities across the urban-rural divide: a national study of individuals with COPD","volume":"38","author":"Gaffney","year":"2022","journal-title":"J Rural Health"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"1630","DOI":"10.1016\/j.gim.2022.04.009","article-title":"Health equity in the implementation of genomics and precision medicine: a public health imperative","volume":"24","author":"Khoury","year":"2022","journal-title":"Genet Med"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"1155","DOI":"10.1016\/s0140-6736(21)02488-0","article-title":"The Lancet Nigeria Commission: investing in health and the future of the nation","volume":"399","author":"Abubakar","year":"2022","journal-title":"Lancet"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"102480","DOI":"10.1016\/j.technovation.2022.102480","article-title":"Blockchain\u2019s coming to hospital to digitalize healthcare services: designing a distributed electronic health record ecosystem","volume":"120","author":"Cerchione","year":"2023","journal-title":"Technovation"},{"key":"ref17","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1038\/s41746-022-00557-1","article-title":"Deploying digital health tools within large, complex health systems: key considerations for adoption and implementation","volume":"5","author":"Marwaha","year":"2022","journal-title":"npj Digit Med"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"e715","DOI":"10.1016\/s2214-109x(22)00005-5","article-title":"The Lancet Global Health Commission on financing primary health care: putting people at the centre","volume":"10","author":"Hanson","year":"2022","journal-title":"Lancet Glob Health"},{"key":"ref19","doi-asserted-by":"publisher","first-page":"58","DOI":"10.1016\/j.ijin.2022.05.002","article-title":"Significance of machine learning in healthcare: features, pillars and applications","volume":"3","author":"Javaid","year":"2022","journal-title":"Int J Intell Netw"},{"key":"ref20","doi-asserted-by":"publisher","first-page":"869","DOI":"10.1108\/ET-05-2021-0173","article-title":"Exploring the link between entrepreneurship education and entrepreneurial intentions: the moderating role of educational fields","volume":"64","author":"Duong","year":"2022","journal-title":"Educ Train"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"103792","DOI":"10.1016\/j.jobe.2021.103792","article-title":"Experimental methods for inter-module joints in modular building structures\u2014a state-of-the-art review","volume":"46","author":"Lacey","year":"2022","journal-title":"J Build Eng"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"65","DOI":"10.4103\/sja.sja_163_21","article-title":"How short or long should be a questionnaire for any research? Researchers dilemma in deciding the appropriate questionnaire length","volume":"16","author":"Sharma","year":"2022","journal-title":"Saudi J Anaesth"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"e34144","DOI":"10.2196\/34144","article-title":"Inequities in health care services caused by the adoption of digital health technologies: scoping review","volume":"24","author":"Yao","year":"2022","journal-title":"J Med Internet Res"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"587","DOI":"10.3390\/ijerph19010587","article-title":"Strengthening the health system as a strategy to achieving a universal health coverage in underprivileged communities in Africa: a scoping review","volume":"19","author":"Jaca","year":"2022","journal-title":"Int J Environ Res Public Health"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"512","DOI":"10.1111\/jrh.12614","article-title":"Disparities in digital access among American rural and urban households and implications for telemedicine-based services","volume":"38","author":"Curtis","year":"2022","journal-title":"J Rural Health"},{"key":"ref26","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1016\/j.future.2021.10.006","article-title":"Big data analysis of the internet of things in the digital twins of smart city based on deep learning","volume":"128","author":"Li","year":"2022","journal-title":"Future Gener Comput Syst"},{"key":"ref27","doi-asserted-by":"publisher","first-page":"1247","DOI":"10.1007\/s11831-021-09616-4","article-title":"Big data analytics in weather forecasting: a systematic review","volume":"29","author":"Fathi","year":"2022","journal-title":"Arch Comput Methods Eng"},{"key":"ref28","doi-asserted-by":"publisher","first-page":"1339","DOI":"10.1007\/s00530-020-00736-8","article-title":"Leveraging big data analytics in healthcare enhancement: trends, challenges and opportunities","volume":"28","author":"Rehman","year":"2022","journal-title":"Multimed Syst"},{"key":"ref29","doi-asserted-by":"publisher","first-page":"102555","DOI":"10.1016\/j.seta.2022.102555","article-title":"Smart power consumption management and alert system using IoT on big data","volume":"53","author":"Kumar","year":"2022","journal-title":"Sustain Energy Technol Assess"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"115","DOI":"10.4236\/jcc.2022.101006","article-title":"Overview of object detection algorithms using convolutional neural networks","volume":"10","author":"Ren","year":"2022","journal-title":"J Comput Commun"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"881021","DOI":"10.3389\/fnbot.2022.881021","article-title":"Multi-scale feature fusion convolutional neural network for indoor small target detection","volume":"16","author":"Huang","year":"2022","journal-title":"Front Neurorobot"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"275","DOI":"10.1007\/s41324-022-00494-x","article-title":"The role of artificial neural network and machine learning in utilizing spatial information","volume":"31","author":"Goel","year":"2023","journal-title":"Spat Inf Res"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"175","DOI":"10.1016\/j.icte.2020.04.012","article-title":"Identifying machine learning techniques for classification of target advertising","volume":"6","author":"Choi","year":"2020","journal-title":"ICT Express"},{"key":"ref34","doi-asserted-by":"publisher","first-page":"1079522","DOI":"10.3389\/fenvs.2022.1079522","article-title":"A new approach to determine the reverse logistics-related issues of smart buildings focusing on sustainable architecture","volume":"10","author":"Kadaei","year":"2023","journal-title":"Front Environ Sci"}],"container-title":["Frontiers in Public Health"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2024.1384474\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,19]],"date-time":"2024-11-19T06:19:13Z","timestamp":1731997153000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fpubh.2024.1384474\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,11,19]]},"references-count":34,"alternative-id":["10.3389\/fpubh.2024.1384474"],"URL":"https:\/\/doi.org\/10.3389\/fpubh.2024.1384474","relation":{},"ISSN":["2296-2565"],"issn-type":[{"type":"electronic","value":"2296-2565"}],"subject":[],"published":{"date-parts":[[2024,11,19]]},"article-number":"1384474"}}