{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,1,20]],"date-time":"2024-01-20T00:19:14Z","timestamp":1705709954409},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T00:00:00Z","timestamp":1697587200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T00:00:00Z","timestamp":1697587200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"name":"Demonstration study on identification method and intervention technique of treating disease in women and children","award":["2018YFC1704704"],"award-info":[{"award-number":["2018YFC1704704"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2024,2]]},"DOI":"10.1007\/s00521-023-08918-x","type":"journal-article","created":{"date-parts":[[2023,10,18]],"date-time":"2023-10-18T13:02:10Z","timestamp":1697634130000},"page":"2277-2288","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Analysis of children's sub-health treatment effect based on multi-scale feature fusion network from the perspective of medical informatization"],"prefix":"10.1007","volume":"36","author":[{"given":"Lingli","family":"Ma","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jianghong","family":"Hou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Lingqin","family":"Gui","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,10,18]]},"reference":[{"issue":"7","key":"8918_CR1","doi-asserted-by":"publisher","first-page":"65","DOI":"10.3390\/batteries8070065","volume":"8","author":"C Wang","year":"2022","unstructured":"Wang C, Yu C, Guo W et al (2022) Identification of typical sub-health state of traction battery based on a data-driven approach. Batteries 8(7):65","journal-title":"Batteries"},{"issue":"4","key":"8918_CR2","doi-asserted-by":"publisher","first-page":"3459","DOI":"10.3892\/mmr.2016.4978","volume":"13","author":"S Feng","year":"2016","unstructured":"Feng S, Liu W, Zuo S et al (2016) Impaired function of the intestinal barrier in a novel sub-health rat model. Mol Med Rep 13(4):3459\u20133465","journal-title":"Mol Med Rep"},{"issue":"17","key":"8918_CR3","first-page":"1909","volume":"12","author":"SL Chen","year":"2003","unstructured":"Chen SL (2003) Psychological nursing of patients with unidentified clinical syndrome. Mod J Integr Tradit Chin West Med 12(17):1909\u20131910","journal-title":"Mod J Integr Tradit Chin West Med"},{"issue":"10","key":"8918_CR4","first-page":"612","volume":"22","author":"JH Liu","year":"2003","unstructured":"Liu JH, Wang XG (2003) 20 cases of unidentified clinical syndrome treated by acupuncture at renying point. Shandong J Tradit Chin Med 22(10):612\u2013612","journal-title":"Shandong J Tradit Chin Med"},{"issue":"3","key":"8918_CR5","doi-asserted-by":"publisher","first-page":"56","DOI":"10.5528\/wjtm.v2.i3.56","volume":"2","author":"RYP Chan","year":"2013","unstructured":"Chan RYP, Chien WT (2013) Concepts of body constitution, health and sub-health from traditional Chinese medicine perspective. World J Transl Med 2(3):56\u201366","journal-title":"World J Transl Med"},{"issue":"2\u20133","key":"8918_CR6","doi-asserted-by":"publisher","first-page":"248","DOI":"10.1089\/rej.2009.0867","volume":"13","author":"Z Liang","year":"2010","unstructured":"Liang Z, Yin D (2010) Preventive treatment of traditional Chinese medicine as antistress and antiaging strategy. Rejuvenation Res 13(2\u20133):248\u2013252","journal-title":"Rejuvenation Res"},{"issue":"1","key":"8918_CR7","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/s12889-021-12274-7","volume":"22","author":"Y Zhang","year":"2022","unstructured":"Zhang Y, Tian S, Zou D et al (2022) Screen time and health issues in Chinese school-aged children and adolescents: a systematic review and meta-analysis. BMC Public Health 22(1):1\u201312","journal-title":"BMC Public Health"},{"issue":"6","key":"8918_CR8","first-page":"9810","volume":"8","author":"Y Yao","year":"2015","unstructured":"Yao Y, Wang L, Chen Y et al (2015) Correlation analysis of anxiety status and sub-health status among students of 13\u201326 years old. Int J Clin Exp Med 8(6):9810","journal-title":"Int J Clin Exp Med"},{"issue":"2","key":"8918_CR9","first-page":"114","volume":"33","author":"X Sang","year":"2018","unstructured":"Sang X, Wang Z, Liu S et al (2018) Relationship between traditional Chinese medicine (TCM) constitution and TCM syndrome in the diagnosis and treatment of chronic diseases. Chin Med Sci J 33(2):114\u2013119","journal-title":"Chin Med Sci J"},{"issue":"06","key":"8918_CR10","doi-asserted-by":"publisher","first-page":"1109","DOI":"10.1142\/S0192415X12500826","volume":"40","author":"X Wang","year":"2012","unstructured":"Wang X, Zhang A, Sun H et al (2012) Systems biology technologies enable personalized traditional Chinese medicine: a systematic review. Am J Chin Med 40(06):1109\u20131122","journal-title":"Am J Chin Med"},{"key":"8918_CR11","unstructured":"Qian H (2005) Discussing and analyzing prevention and cure strategy of traditional Chinese medicine according to characteristic of sub-health condition. China J Tradit Chin Med Pharm"},{"issue":"21","key":"8918_CR12","first-page":"4041","volume":"41","author":"J Zhao","year":"2016","unstructured":"Zhao J, Liao X, Zhao H et al (2016) Methodological quality evaluation of randomized controlled trials for traditional Chinese medicines for treatment of sub-health. China J Chin Materia Med 41(21):4041\u20134050","journal-title":"China J Chin Materia Med"},{"key":"8918_CR13","first-page":"S1","volume":"8","author":"D Ma","year":"2021","unstructured":"Ma D, Wang S, Shi Y et al (2021) The development of traditional Chinese medicine. J Tradit Chin Med Sci 8:S1\u2013S9","journal-title":"J Tradit Chin Med Sci"},{"key":"8918_CR14","unstructured":"Fang R, Yang Y, Ren J, et al. (2018) Discussion on comparison and fusion of preventive treatment of Chinese medicine and health management in the perspective of \u201cequal importance on Chinese medicine and western medicine. World Sci Technol Mod Tradit Chin Med 1929\u20131935"},{"issue":"3","key":"8918_CR15","doi-asserted-by":"publisher","first-page":"217","DOI":"10.2174\/157488407781668811","volume":"2","author":"JL Patel","year":"2007","unstructured":"Patel JL, Goyal RK (2007) Applications of artificial neural networks in medical science. Curr Clin Pharmacol 2(3):217\u2013226","journal-title":"Curr Clin Pharmacol"},{"issue":"7","key":"8918_CR16","doi-asserted-by":"publisher","first-page":"550","DOI":"10.1007\/s11655-016-2740-6","volume":"25","author":"J Wang","year":"2019","unstructured":"Wang J, Li Y, Wang Q (2019) Identification of Chinese medicine constitution in public health services. Chin J Integr Med 25(7):550\u2013553","journal-title":"Chin J Integr Med"},{"issue":"4","key":"8918_CR17","doi-asserted-by":"publisher","first-page":"358","DOI":"10.1016\/j.jcma.2018.01.005","volume":"81","author":"QY Jiang","year":"2018","unstructured":"Jiang QY, Li J, Zheng L et al (2018) Constitution of traditional Chinese medicine and related factors in women of childbearing age. J Chin Med Assoc 81(4):358\u2013365","journal-title":"J Chin Med Assoc"},{"issue":"4","key":"8918_CR18","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1016\/S0254-6272(15)30048-0","volume":"34","author":"X Xu","year":"2014","unstructured":"Xu X, Zeng Q, Ding H et al (2014) Correlation between women\u2019s sub-health and reproductive diseases with pregnancies and labors. J Tradit Chin Med 34(4):465\u2013469","journal-title":"J Tradit Chin Med"},{"issue":"9","key":"8918_CR19","first-page":"991","volume":"6","author":"QH He","year":"2008","unstructured":"He QH, Zeng S (2008) Children\u2019s sub-health is based on spleen. Chin Med Mod Distance Educ China 6(9):991\u2013992","journal-title":"Chin Med Mod Distance Educ China"},{"issue":"9","key":"8918_CR20","first-page":"716","volume":"43","author":"JH Hou","year":"2002","unstructured":"Hou JH (2002) Spleen-stomach disharmony and children\u2019s sub-health. J Tradit Chin Med 43(9):716\u2013717","journal-title":"J Tradit Chin Med"},{"issue":"6","key":"8918_CR21","first-page":"173","volume":"28","author":"ZF Qiu","year":"2021","unstructured":"Qiu ZF (2021) Clinical effect analysis of three-character meridian massage for children with sub-health state of spleen deficiency. Cap Med 28(6):173\u2013174","journal-title":"Cap Med"},{"issue":"6","key":"8918_CR22","first-page":"79","volume":"17","author":"B Zheng","year":"2019","unstructured":"Zheng B, Zhang X, Zhang W (2019) The effect of press needle on children with spleen deficiency Tye sub-health based on the theory of preventive treatment. Chin Med Mod Distance Educ China 17(6):79\u201381","journal-title":"Chin Med Mod Distance Educ China"},{"issue":"10","key":"8918_CR23","first-page":"90","volume":"35","author":"R Zhou","year":"2022","unstructured":"Zhou R, Chen Z, Liu LP (2022) Treating 69 cases of sub-health insomnia by Suanzaoren Tang and Guipi Pills from synopsis of golden chamber. Western J Tradit Chin Med 35(10):90\u201393","journal-title":"Western J Tradit Chin Med"},{"issue":"8","key":"8918_CR24","first-page":"1159","volume":"41","author":"H Zhang","year":"2021","unstructured":"Zhang H, Dong F, Huang BM et al (2021) Treatment of sub-health in children with acupoint application based on the solar terms. Henan Tradit Chin Med 41(8):1159\u20131162","journal-title":"Henan Tradit Chin Med"},{"issue":"1","key":"8918_CR25","first-page":"108","volume":"40","author":"YY Song","year":"2020","unstructured":"Song YY, Zhang H, Chu CZ (2020) Investigation and research on sub-health constitution of 3 to 6-year-old Children in Southern Anhui province-a case study in Jinghu district of Wuhu City. Mod Chin Med 40(1):108\u2013112","journal-title":"Mod Chin Med"},{"key":"8918_CR26","doi-asserted-by":"publisher","first-page":"1251","DOI":"10.1109\/TITS.2022.3179024","volume":"24","author":"J Pei","year":"2022","unstructured":"Pei J, Zhong K, Li J, Yu Z (2022) PAC: partial area clustering for re-adjusting the layout of traffic stations in city\u2019s public transport. IEEE Trans Intell Transp Syst 24:1251\u20131260","journal-title":"IEEE Trans Intell Transp Syst"},{"issue":"1","key":"8918_CR27","first-page":"75","volume":"20","author":"L Jin","year":"2013","unstructured":"Jin L, Sun YL, Jiang LR et al (2013) Effect of yunpi prescription early intervention on food consumption and subcutaneous fat thickness of sub-health children with nutritional deficiency. Chin J Inf Tradit Chin Med 20(1):75\u201376","journal-title":"Chin J Inf Tradit Chin Med"},{"issue":"z1","key":"8918_CR28","first-page":"19","volume":"3","author":"X Li","year":"2008","unstructured":"Li X (2008) Observation on the therapeutic effect of Tianmeng oral liquid on patients with sub-healthy insomnia. China Med 3(z1):19\u201320","journal-title":"China Med"},{"issue":"5","key":"8918_CR29","doi-asserted-by":"publisher","first-page":"3237","DOI":"10.1007\/s00500-019-04084-2","volume":"24","author":"M Yucesan","year":"2020","unstructured":"Yucesan M, Gul M (2020) Hospital service quality evaluation: an integrated model based on Pythagorean fuzzy AHP and fuzzy TOPSIS. Soft Comput 24(5):3237\u20133255","journal-title":"Soft Comput"},{"issue":"4","key":"8918_CR30","doi-asserted-by":"publisher","first-page":"1463","DOI":"10.1080\/20479700.2020.1782663","volume":"14","author":"M Barouni","year":"2021","unstructured":"Barouni M, Ahmadian L, Anari HS et al (2021) Investigation of the impact of DRG based reimbursement mechanisms on quality of care, capacity utilization, and efficiency-a systematic review. Int J Healthc Manag 14(4):1463\u20131474","journal-title":"Int J Healthc Manag"},{"issue":"11\u201312","key":"8918_CR31","doi-asserted-by":"publisher","first-page":"1307","DOI":"10.1080\/14783363.2018.1475223","volume":"31","author":"M Kalfa","year":"2020","unstructured":"Kalfa M, Yetim AA (2020) Organizational self-assessment based on common assessment framework to improve the organizational quality in public administration. Total Qual Manag Bus Excell 31(11\u201312):1307\u20131324","journal-title":"Total Qual Manag Bus Excell"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08918-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-023-08918-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-023-08918-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,19]],"date-time":"2024-01-19T15:05:12Z","timestamp":1705676712000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-023-08918-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,10,18]]},"references-count":31,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2024,2]]}},"alternative-id":["8918"],"URL":"https:\/\/doi.org\/10.1007\/s00521-023-08918-x","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,10,18]]},"assertion":[{"value":"14 March 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 July 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 October 2023","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declaration"}},{"value":"The authors declare no conflict of interest exists.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}