{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,12]],"date-time":"2025-12-12T13:35:11Z","timestamp":1765546511700,"version":"3.37.3"},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"11","license":[{"start":{"date-parts":[[2019,11,6]],"date-time":"2019-11-06T00:00:00Z","timestamp":1572998400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2019,11,6]],"date-time":"2019-11-06T00:00:00Z","timestamp":1572998400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100007136","name":"Secretar\u00eda de Estado de Investigaci\u00f3n, Desarrollo e Innovaci\u00f3n","doi-asserted-by":"publisher","award":["DEP2015-70980-R"],"award-info":[{"award-number":["DEP2015-70980-R"]}],"id":[{"id":"10.13039\/501100007136","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100010665","name":"H2020 Marie Sk\u0142odowska-Curie Actions","doi-asserted-by":"publisher","award":["823907"],"award-info":[{"award-number":["823907"]}],"id":[{"id":"10.13039\/100010665","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Ambient Intell Human Comput"],"published-print":{"date-parts":[[2022,11]]},"DOI":"10.1007\/s12652-019-01553-2","type":"journal-article","created":{"date-parts":[[2019,11,6]],"date-time":"2019-11-06T13:03:30Z","timestamp":1573045410000},"page":"5377-5389","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Architecting dietary intake monitoring as a service combining NLP and IoT"],"prefix":"10.1007","volume":"13","author":[{"given":"Antonio","family":"Ben\u00edtez-Guijarro","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zoraida","family":"Callejas","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0503-6451","authenticated-orcid":false,"given":"Manuel","family":"Noguera","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Kawtar","family":"Benghazi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2019,11,6]]},"reference":[{"key":"1553_CR1","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1016\/j.jss.2015.12.020","volume":"114","author":"J Axelsson","year":"2016","unstructured":"Axelsson J, Skoglund M (2016) Quality assurance in software ecosystems: a systematic literature mapping and research agenda. J Syst Softw 114:69\u201381","journal-title":"J Syst Softw"},{"key":"1553_CR2","doi-asserted-by":"publisher","first-page":"103","DOI":"10.1016\/j.ijmedinf.2018.06.004","volume":"117","author":"I Ayoola","year":"2018","unstructured":"Ayoola I, Wetzels M, Peters P, van Berlo S, Feijs L (2018) Do change platform: a service-based architecture for secure aggregation and distribution of health and wellbeing data. Int J Med Inform 117:103\u2013111","journal-title":"Int J Med Inform"},{"issue":"5","key":"1553_CR3","doi-asserted-by":"publisher","first-page":"583","DOI":"10.1016\/j.amepre.2013.07.005","volume":"45","author":"KM Azar","year":"2013","unstructured":"Azar KM, Lesser LI, Laing BY, Stephens J, Aurora MS, Burke LE, Palaniappan LP (2013) Mobile applications for weight management: theory-based content analysis. Am J Prev Med 45(5):583\u2013589","journal-title":"Am J Prev Med"},{"key":"1553_CR4","unstructured":"Becker M (2008) Software architecture trends and promising technology for ambient assisted living systems. In: Dagstuhl seminar proceedings, Schloss Dagstuhl-Leibniz-Zentrum f\u00fcr Informatik"},{"key":"1553_CR5","first-page":"506","volume":"2","author":"A Ben\u00edtez-Guijarro","year":"2018","unstructured":"Ben\u00edtez-Guijarro A, Callejas Z, Noguera M, Benghazi K (2018) Introducing computational semantics for natural language understanding in conversational nutrition coaches for healthy eating. Multidiscip Digit Publ Inst Proc 2:506","journal-title":"Multidiscip Digit Publ Inst Proc"},{"issue":"1","key":"1553_CR6","doi-asserted-by":"publisher","first-page":"108","DOI":"10.3390\/s19010108","volume":"19","author":"A Ben\u00edtez-Guijarro","year":"2019","unstructured":"Ben\u00edtez-Guijarro A, Ruiz-Zafra A, Callejas Z, Medina-Medina N, Noguera M, Benghazi K (2019) General architecture for development of virtual coaches for healthy habits monitoring and encouragement. Sensors 19(1):108","journal-title":"Sensors"},{"issue":"1","key":"1553_CR7","doi-asserted-by":"publisher","first-page":"1629","DOI":"10.3390\/s140101629","volume":"14","author":"R Blasco","year":"2014","unstructured":"Blasco R, Marco \u00c1, Casas R, Cirujano D, Picking R (2014) A smart kitchen for ambient assisted living. Sensors 14(1):1629\u20131653","journal-title":"Sensors"},{"key":"1553_CR8","doi-asserted-by":"publisher","first-page":"2398","DOI":"10.1038\/s41746-018-0021-9","volume":"1","author":"O Byambasuren","year":"2018","unstructured":"Byambasuren O, Sanders S, Beller E, Glasziou P (2018) Prescribable mHealth apps identified from an overview of systematic reviews. NPJ Digit Med 1:2398\u20136352","journal-title":"NPJ Digit Med"},{"issue":"1","key":"1553_CR9","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1109\/TBCAS.2017.2760504","volume":"12","author":"C Chen","year":"2018","unstructured":"Chen C, Karvela M, Sohbati M, Shinawatra T, Toumazou C (2018a) Person\u2014personalized expert recommen- dation system for optimized nutrition. IEEE Trans Biomed Circuits Syst 12(1):151\u2013160","journal-title":"IEEE Trans Biomed Circuits Syst"},{"issue":"4","key":"1553_CR10","doi-asserted-by":"publisher","first-page":"750","DOI":"10.1016\/j.pec.2017.11.011","volume":"101","author":"J Chen","year":"2018","unstructured":"Chen J, Gemming L, Hanning R, Allman-Farinelli M (2018b) Smartphone apps and the nutrition care process: current perspectives and future considerations. Patient Educ Couns 101(4):750\u2013757","journal-title":"Patient Educ Couns"},{"key":"1553_CR11","unstructured":"Choi A, Shin H (2018) Longitudinal healthcare data management platform of healthcare iot devices for personalized services. J Univ Comput Sci 24(9):1153\u20131169. http:\/\/www.jucs.org\/jucs_24_9\/longitudinal_healthcare_data_management"},{"issue":"1","key":"1553_CR12","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1504\/IJCAT.2018.090021","volume":"57","author":"A Djeddar","year":"2018","unstructured":"Djeddar A, Bendjenna H, Amirat A, Roose P, Chung L (2018) An emerging multi-paradigm for representing mobile applications\u2019 architectures using heterogeneous conceptual bricks. IJCAT 57(1):1\u201313","journal-title":"IJCAT"},{"key":"1553_CR13","doi-asserted-by":"crossref","unstructured":"Dolejsova M (2018) Edible speculations in the parlour of food futures. In: Extended abstracts of the 2018 CHI conference on human factors in computing systems, ACM, p alt13","DOI":"10.1145\/3170427.3188406"},{"key":"1553_CR14","doi-asserted-by":"crossref","unstructured":"Dragoni M, Bailoni T, Eccher C, Guerini M, Maimone R (2017) A semantic-enabled platform for supporting healthy lifestyles. In: Proceedings of the symposium on applied computing, SAC\u201917, ACM, New York, pp 315\u2013322","DOI":"10.1145\/3019612.3019835"},{"key":"1553_CR15","unstructured":"Fielding RT, Taylor RN (2000) Architectural styles and the design of network-based software architectures, vol 7. University of California, Irvine Doctoral dissertation"},{"key":"1553_CR16","doi-asserted-by":"crossref","unstructured":"Fuchsberger V (2008) Ambient assisted living: elderly people\u2019s needs and how to face them. In: Proceedings of the 1st ACM international workshop on semantic ambient media experiences, ACM, pp 21\u201324","DOI":"10.1145\/1461912.1461917"},{"key":"1553_CR17","doi-asserted-by":"publisher","first-page":"1345","DOI":"10.1016\/j.jclepro.2018.12.096","volume":"212","author":"SP Gochhayat","year":"2019","unstructured":"Gochhayat SP, Kaliyar P, Conti M, Tiwari P, Prasath V, Gupta D, Khanna A (2019) Lisa: lightweight context-aware iot service architecture. J Clean Prod 212:1345\u20131356","journal-title":"J Clean Prod"},{"key":"1553_CR18","unstructured":"Gu H, Wang D (2009) A content-aware fridge based on rfid in smart home for home-healthcare. In: 2009 11th international conference on advanced communication technology, vol 2, IEEE, pp 987\u2013990"},{"issue":"1","key":"1553_CR19","doi-asserted-by":"publisher","first-page":"252","DOI":"10.1109\/JBHI.2017.2709333","volume":"22","author":"N Hezarjaribi","year":"2018","unstructured":"Hezarjaribi N, Mazrouee S, Ghasemzadeh H (2018) Speech2health: a mobile framework for monitoring dietary composition from spoken data. IEEE J Biomed Health Inform 22(1):252\u2013264","journal-title":"IEEE J Biomed Health Inform"},{"issue":"6245","key":"1553_CR20","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1126\/science.aaa8685","volume":"349","author":"J Hirschberg","year":"2015","unstructured":"Hirschberg J, Manning CD (2015) Advances in natural language processing. Science 349(6245):261\u2013266","journal-title":"Science"},{"key":"1553_CR21","unstructured":"Hornik K (2014) Opennlp: apache opennlp tools interface, 2014. R package version 0.2-3. https:\/\/cran.r-project.org\/package=openNLP. Accessed 1 Nov 2019"},{"issue":"1","key":"1553_CR22","doi-asserted-by":"publisher","first-page":"4","DOI":"10.1097\/MPG.0b013e318251550e","volume":"55","author":"JK Kolodziejczyk","year":"2012","unstructured":"Kolodziejczyk JK, Merchant G, Norman GJ (2012) Reliability and validity of child\/adolescent food frequency questionnaires that assess foods and\/or food groups. J Pediatr Gastroenterol Nutr 55(1):4\u201313","journal-title":"J Pediatr Gastroenterol Nutr"},{"key":"1553_CR23","unstructured":"Kumar A, Gupta A, Chan J, Tucker S, Hoffmeister B, Dreyer M, Peshterliev S, Gandhe A, Filiminov D, Rastrow A, Monson C, Kumar A (2017) Just ask: building an architecture for extensible self-service spoken language understanding. arXiv preprint arXiv:1711.00549"},{"key":"1553_CR24","unstructured":"Lacson R, Long W (2006) Natural language processing of spoken diet records (sdrs). In: AMIA annual symposium proceedings, vol 2006, American Medical Informatics Association, p 454"},{"key":"1553_CR25","doi-asserted-by":"crossref","unstructured":"Leijdekkers P, Gay V, Lawrence E (2007) Smart homecare system for health tele-monitoring. In: First international conference on the digital society (ICDS\u201907), IEEE, p 3","DOI":"10.1109\/ICDS.2007.37"},{"issue":"2","key":"1553_CR26","doi-asserted-by":"publisher","first-page":"229","DOI":"10.1016\/j.jand.2017.04.015","volume":"118","author":"JR Lieffers","year":"2018","unstructured":"Lieffers JR, Arocha JF, Grindrod K, Hanning RM (2018) Experiences and perceptions of adults accessing publicly available nutrition behavior-change mobile apps for weight management. J Acad Nutr Diet 118(2):229\u2013239","journal-title":"J Acad Nutr Diet"},{"issue":"3","key":"1553_CR27","doi-asserted-by":"publisher","first-page":"253","DOI":"10.5875\/ausmt.v2i3.142","volume":"2","author":"C-KE Lin","year":"2012","unstructured":"Lin C-KE, Wang T-H, Yang J-FK (2012) Touch doctor\u2014a nutrition control service system developed under living lab methodology. Int J Autom Smart Technol 2(3):253\u2013263","journal-title":"Int J Autom Smart Technol"},{"key":"1553_CR28","doi-asserted-by":"publisher","DOI":"10.1201\/9781420013498","volume-title":"Context-aware pervasive systems: architectures for a new breed of applications","author":"S Loke","year":"2006","unstructured":"Loke S (2006) Context-aware pervasive systems: architectures for a new breed of applications. Auerbach Publications, Boca Raton"},{"key":"1553_CR29","doi-asserted-by":"crossref","unstructured":"Loper E, Bird S (2002) NLTK: the natural language toolkit. arXiv preprint arXiv:cs\/0205028","DOI":"10.3115\/1118108.1118117"},{"issue":"4","key":"1553_CR30","doi-asserted-by":"publisher","first-page":"505","DOI":"10.1007\/s11126-015-9337-7","volume":"86","author":"C Macias","year":"2015","unstructured":"Macias C, Panch T, Hicks YM, Scolnick JS, Weene DL, O\u00a8ngu\u00a8r D, Cohen BM (2015) Using smartphone apps to promote psychiatric and physical well-being. Psychiatr Q 86(4):505\u2013519","journal-title":"Psychiatr Q"},{"key":"1553_CR31","doi-asserted-by":"crossref","unstructured":"Manning C, Surdeanu M, Bauer J, Finkel J, Bethard S, McClosky D (2014) The stanford corenlp natural language processing toolkit. In: Proceedings of 52nd annual meeting of the association for computational linguistics: system demonstrations, pp 55\u201360","DOI":"10.3115\/v1\/P14-5010"},{"issue":"1","key":"1553_CR32","doi-asserted-by":"publisher","first-page":"31","DOI":"10.3233\/AIS-2009-0004","volume":"1","author":"W Minker","year":"2009","unstructured":"Minker W, L\u00f3pez-C\u00f3zar R, Mctear M (2009) The role of spoken language dialogue interaction in intelligent environments. J Ambient Intell Smart Environ 1(1):31\u201336","journal-title":"J Ambient Intell Smart Environ"},{"issue":"19","key":"1553_CR33","first-page":"445","volume":"2","author":"E Moguel","year":"2018","unstructured":"Moguel E, Berrocal J, Murillo JM, Garcia-Alonso J, Mendes D, Fonseca C, Lopes M (2018) Monitoring food intake in an aging population: a survey on technological solutions. Multidiscip Digit Publ Inst Proc 2(19):445","journal-title":"Multidiscip Digit Publ Inst Proc"},{"key":"1553_CR34","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1016\/j.eswa.2019.03.054","volume":"129","author":"JLZ Montenegro","year":"2019","unstructured":"Montenegro JLZ, da Costa CA, da Rosa R (2019) Survey of conversational agents in health. Expert Syst Appl 129:56\u201367","journal-title":"Expert Syst Appl"},{"issue":"3","key":"1553_CR35","doi-asserted-by":"publisher","first-page":"16","DOI":"10.1109\/MC.2018.1731079","volume":"51","author":"SF Ochoa","year":"2018","unstructured":"Ochoa SF, Gutierrez FJ (2018) Architecting e-coaching systems: a first step for dealing with their intrinsic design complexity. Computer 51(3):16\u201323","journal-title":"Computer"},{"issue":"12","key":"1553_CR36","doi-asserted-by":"publisher","first-page":"2219","DOI":"10.1017\/S0007114516001525","volume":"115","author":"AM Rangan","year":"2016","unstructured":"Rangan AM, Tieleman L, Louie JCY, Tang LM, Hebden L, Roy R, Kay J, Allman-Farinelli M (2016) Electronic dietary intake assessment (e-dia): relative validity of a mobile phone application to measure intake of food groups. Br J Nutr 115(12):2219\u20132226","journal-title":"Br J Nutr"},{"key":"1553_CR37","doi-asserted-by":"publisher","first-page":"310","DOI":"10.1016\/j.jss.2018.09.074","volume":"146","author":"C Roda","year":"2018","unstructured":"Roda C, Navarro E, Zdun U, L\u00f3pez-Jaquero V, Simhandl G (2018) Past and future of software architectures for context-aware systems: a systematic mapping study. J Syst Softw 146:310\u2013355","journal-title":"J Syst Softw"},{"key":"1553_CR38","doi-asserted-by":"publisher","first-page":"87","DOI":"10.1007\/978-3-319-00566-9_12","volume-title":"Ambient intelligence-software and applications","author":"\u00c1 Ruiz-Zafra","year":"2013","unstructured":"Ruiz-Zafra \u00c1, Benghazi K, Noguera M, Garrido JL (2013) Zappa: an open mobile platform to build cloud-based m-health systems. In: Ambient intelligence-software and applications. Springer, Heidelberg, pp 87\u201394"},{"issue":"10","key":"1553_CR39","first-page":"637130","volume":"11","author":"A Ruiz-Zafra","year":"2015","unstructured":"Ruiz-Zafra \u00c1, Noguera M, Benghazi K, Ochoa SF (2015) A model-driven approach for wearable systems developments. Int J Distrib Sens Netw 11(10):637130","journal-title":"Int J Distrib Sens Netw"},{"key":"1553_CR40","doi-asserted-by":"crossref","unstructured":"Ruiz-Zafra \u00c1, Benghazi K, Mavromoustakis CX, Noguera M (2018) An iot-aware architectural model for smart habitats. In: 16th IEEE international conference on embedded and ubiquitous computing, EUC 2018, Bucharest, Romania, 29\u201331 Oct 2018, pp 103\u2013110","DOI":"10.1109\/EUC.2018.00022"},{"key":"1553_CR41","unstructured":"Souza R, Lopes J, Geyer C, Cardozo A, Yamin A, Barbosa J (2018) An architecture for iot management targeted to context awareness of ubiquitous applications. J Univ Comput Sci 24(10):1452\u20131471. http:\/\/www.jucs.org\/jucs_24_10\/an_architecture_for_iot"},{"issue":"2","key":"1553_CR42","doi-asserted-by":"publisher","first-page":"182","DOI":"10.1016\/S0197-2456(02)00320-3","volume":"24","author":"AA Stone","year":"2003","unstructured":"Stone AA, Shiffman S, Schwartz JE, Broderick JE, Hufford MR (2003) Patient compliance with paper and electronic diaries. Controll Clin Trials 24(2):182\u2013199","journal-title":"Controll Clin Trials"},{"key":"1553_CR43","doi-asserted-by":"publisher","first-page":"161","DOI":"10.1016\/j.future.2013.12.013","volume":"34","author":"V Villarreal","year":"2014","unstructured":"Villarreal V, Fontecha J, Hervas R, Bravo J (2014) Mobile and ubiquitous architecture for the medical control of chronic diseases through the use of intelligent devices: using the architecture for patients with diabetes. Future Gener Comput Syst 34:161\u2013175","journal-title":"Future Gener Comput Syst"},{"issue":"12","key":"1553_CR44","doi-asserted-by":"publisher","first-page":"1931","DOI":"10.1016\/j.jand.2015.04.005","volume":"115","author":"Z Yu","year":"2015","unstructured":"Yu Z, Sealey-Potts C, Rodriguez J (2015) Dietary self-monitoring in weight management: current evidence on efficacy and adherence. J Acad Nutr Diet 115(12):1931\u20131938","journal-title":"J Acad Nutr Diet"},{"key":"1553_CR45","first-page":"407","volume-title":"eHealth 360","author":"R Zgheib","year":"2017","unstructured":"Zgheib R, Conchon E, Bastide R (2017) Engineering iot healthcare applications: towards a semantic data driven sustainable architecture. In: Giokas K, Bokor L, Hopfgartner F (eds) eHealth 360. Springer International Publishing, Cham, pp 407\u2013418"},{"issue":"4","key":"1553_CR46","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1007\/s11219-005-4251-0","volume":"13","author":"L Zhu","year":"2005","unstructured":"Zhu L, Aurum A, Gorton I, Jeffery R (2005) Tradeoff and sensitivity analysis in software architecture evaluation using analytic hierarchy process. Softw Qual J 13(4):357\u2013375","journal-title":"Softw Qual J"}],"container-title":["Journal of Ambient Intelligence and Humanized Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01553-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12652-019-01553-2\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12652-019-01553-2.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,18]],"date-time":"2022-10-18T15:39:43Z","timestamp":1666107583000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12652-019-01553-2"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11,6]]},"references-count":46,"journal-issue":{"issue":"11","published-print":{"date-parts":[[2022,11]]}},"alternative-id":["1553"],"URL":"https:\/\/doi.org\/10.1007\/s12652-019-01553-2","relation":{},"ISSN":["1868-5137","1868-5145"],"issn-type":[{"type":"print","value":"1868-5137"},{"type":"electronic","value":"1868-5145"}],"subject":[],"published":{"date-parts":[[2019,11,6]]},"assertion":[{"value":"31 May 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 October 2019","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"6 November 2019","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}