{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,7,31]],"date-time":"2024-07-31T01:33:11Z","timestamp":1722389591936},"reference-count":44,"publisher":"Elsevier BV","issue":"1-2","license":[{"start":{"date-parts":[[2003,9,1]],"date-time":"2003-09-01T00:00:00Z","timestamp":1062374400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Artificial Intelligence in Medicine"],"published-print":{"date-parts":[[2003,9]]},"DOI":"10.1016\/s0933-3657(03)00045-9","type":"journal-article","created":{"date-parts":[[2003,6,20]],"date-time":"2003-06-20T18:32:05Z","timestamp":1056133925000},"page":"131-151","source":"Crossref","is-referenced-by-count":41,"title":["Integrating model-based decision support in a multi-modal reasoning system for managing type 1 diabetic patients"],"prefix":"10.1016","volume":"29","author":[{"given":"Stefania","family":"Montani","sequence":"first","affiliation":[]},{"given":"Paolo","family":"Magni","sequence":"additional","affiliation":[]},{"given":"Riccardo","family":"Bellazzi","sequence":"additional","affiliation":[]},{"given":"Cristiana","family":"Larizza","sequence":"additional","affiliation":[]},{"given":"Abdul V.","family":"Roudsari","sequence":"additional","affiliation":[]},{"given":"Ewart R.","family":"Carson","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/S0933-3657(03)00045-9_BIB1","doi-asserted-by":"crossref","first-page":"153","DOI":"10.1016\/0169-2607(94)90052-3","article-title":"A probabilistic approach to glucose prediction and insulin dose adjustment: description of metabolic model and pilot evaluation study","volume":"41","author":"Andreassen","year":"1994","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB2","doi-asserted-by":"crossref","first-page":"97","DOI":"10.1016\/S1088-467X(98)00020-1","article-title":"Temporal abstractions for interpreting chronic patients monitoring data","volume":"2","author":"Bellazzi","year":"1998","journal-title":"Intell Data Anal"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB3","doi-asserted-by":"crossref","first-page":"971","DOI":"10.1109\/10.846693","article-title":"Bayesian structural analysis of blood glucose time series coming from diabetic patients home monitoring","volume":"47","author":"Bellazzi","year":"2000","journal-title":"IEEE Trans Biomed Eng"},{"issue":"4","key":"10.1016\/S0933-3657(03)00045-9_BIB4","doi-asserted-by":"crossref","first-page":"346","DOI":"10.1016\/0010-4809(90)90026-9","article-title":"Combining statistical, rule-based, and physiologic model-based methods to assist in the management of diabetes mellitus","volume":"23","author":"Berger","year":"1990","journal-title":"Comput Biomed Res"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB5","doi-asserted-by":"crossref","unstructured":"Bichindaritz I, Kansu E, Sullivan KM. Case-based reasoning in CARE-PARTNER: gathering evidence for evidence-based medical practice. In: Keane M, Manago M, Haton JP, editors. Proceedings of the 4th EWCBR. LNAI 1488. Berlin: Springer Verlag; 1998. p. 334\u201345.","DOI":"10.1007\/BFb0056345"},{"issue":"2","key":"10.1016\/S0933-3657(03)00045-9_BIB6","doi-asserted-by":"crossref","first-page":"175","DOI":"10.1016\/S0169-2607(98)00021-2","article-title":"Mixed graphical models for simultaneous model identification and control applied to the glucose\u2013insulin metabolism","volume":"56","author":"Bleckert","year":"1998","journal-title":"Comput Meth Prog Biomed"},{"issue":"19","key":"10.1016\/S0933-3657(03)00045-9_BIB7","doi-asserted-by":"crossref","first-page":"1214","DOI":"10.1056\/NEJM198411083111904","article-title":"Glucose counterregulation and waning of insulin in the Somogyi phenomenon (posthypoglycemic hyperglycemia)","volume":"311","author":"Bolli","year":"1984","journal-title":"N Engl J Med"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB8","unstructured":"Branting LK, Porter BW. Rules and precedents as complementary warrants. In: Dean TL, McKeowen K, editors. Proc. of the AAAI 91, Menlo Park, CA: AAAI Press; 1991. pp. 3\u20139."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB9","doi-asserted-by":"crossref","first-page":"159","DOI":"10.1613\/jair.62","article-title":"Operations for learning with graphical models","volume":"2","author":"Buntine","year":"1994","journal-title":"J Artif Intell Res"},{"issue":"2","key":"10.1016\/S0933-3657(03)00045-9_BIB10","doi-asserted-by":"crossref","first-page":"157","DOI":"10.1016\/S0169-2607(98)00022-4","article-title":"Preliminary experience of the DIAS computer model in providing insulin dose advice to patients with insulin dependent diabetes","volume":"56","author":"Cavan","year":"1998","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB11","first-page":"78","article-title":"A physiological simulation model in type 1 diabetes","volume":"11","author":"Cobelli","year":"1998","journal-title":"Diab Nutr Metab"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB12","doi-asserted-by":"crossref","unstructured":"The Diabetes Control and Complication Trial Research Group: The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. N Engl J Med 1993;329:977\u201386.","DOI":"10.1056\/NEJM199309303291401"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB13","doi-asserted-by":"crossref","first-page":"345","DOI":"10.3109\/14639239608999294","article-title":"UTOPIA: a consultation system for visit by visit diabetes management","volume":"21","author":"Deutsch","year":"1996","journal-title":"Med Inform"},{"issue":"10","key":"10.1016\/S0933-3657(03)00045-9_BIB14","doi-asserted-by":"crossref","first-page":"736","DOI":"10.1177\/039139880102401006","article-title":"A mathematical model describing the glycemic response of diabetic patients to meal and i.v. infusion of insulin","volume":"24","author":"Fabietti","year":"2001","journal-title":"Int J Artif Org"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB15","doi-asserted-by":"crossref","first-page":"78","DOI":"10.7326\/0003-4819-112-1-78","article-title":"On-line access to MEDLINE in a clinical setting","volume":"112","author":"Haynes","year":"1994","journal-title":"Ann Intern Med"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1055\/s-0038-1634896","article-title":"Philosophies for the design and development of clinical decision-support systems","volume":"32","author":"Heatefield","year":"1993","journal-title":"Meth Inform Med"},{"issue":"2","key":"10.1016\/S0933-3657(03)00045-9_BIB17","doi-asserted-by":"crossref","first-page":"165","DOI":"10.1016\/S0169-2607(98)00023-6","article-title":"Using a double blind controlled clinical trial to evaluate the function of a diabetes advisory system: a feasible approach?","volume":"56","author":"Hejlesen","year":"1998","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB18","unstructured":"Hejlesen OK, Plougmann S, Ege BM, Larsen OV, Bek T, Cavan D. Using the internet in patient-centred diabetes care for communication, education, and decision support. In: Rogers R, Haux R, Patel V, editors. Proceedings of the MedInfo 2001 on Studies in Health Technology and Informatics, vol. 84. Amsterdam: IOS Press; 2001, p. 1464\u20138."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB19","doi-asserted-by":"crossref","first-page":"303","DOI":"10.1016\/0169-2607(90)90113-N","article-title":"A consultation system for insulin therapy","volume":"32","author":"Hovorka","year":"1996","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB20","doi-asserted-by":"crossref","unstructured":"Kolodner JL. Case-based reasoning. San Mateo, CA: Morgan Kaufmann; 1993.","DOI":"10.1016\/B978-1-55860-237-3.50005-4"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB21","unstructured":"Leake DB. Combining rules and cases to learn case adaptation. In: Proceedings of the 17th International Conference of Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum Associates, Inc.; 1995."},{"issue":"3","key":"10.1016\/S0933-3657(03)00045-9_BIB22","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1016\/0141-5425(92)90058-S","article-title":"A physiological model of glucose\u2013insulin interaction in type 1 diabetes mellitus","volume":"14","author":"Lehmann","year":"1992","journal-title":"J Biomed Eng"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB23","doi-asserted-by":"crossref","unstructured":"Lehmann ED, Deutsch T. Application of computers in diabetes care\u2014a review. Med Inform 1995;20:281\u2013329.","DOI":"10.3109\/14639239509024284"},{"issue":"1","key":"10.1016\/S0933-3657(03)00045-9_BIB24","doi-asserted-by":"crossref","first-page":"1","DOI":"10.3109\/14639239709089830","article-title":"Application of information technology in clinical diabetes care\u2014a special issue. Part 2. Models and education","volume":"22","author":"Lehmann","year":"1997","journal-title":"Med Inform"},{"issue":"2","key":"10.1016\/S0933-3657(03)00045-9_BIB25","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1016\/S0169-2607(98)00025-X","article-title":"Compartmental models for glycaemic prediction and decision-support in clinical diabetes care: promise and reality","volume":"56","author":"Lehmann","year":"1998","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB26","doi-asserted-by":"crossref","first-page":"243","DOI":"10.1016\/S1386-5056(00)00091-5","article-title":"A multi-modal reasoning methodology for managing IDDM patients","volume":"58\u201359","author":"Montani","year":"2000","journal-title":"Int J. Med. Inf."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB27","doi-asserted-by":"crossref","unstructured":"Nonaka I, Takeuchi H. The knowledge-creating company. Oxford: University Press; 1995.","DOI":"10.1093\/oso\/9780195092691.001.0001"},{"issue":"3","key":"10.1016\/S0933-3657(03)00045-9_BIB28","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/S0169-2607(00)00071-7","article-title":"Models of subcutaneous insulin kinetics. A critical review","volume":"62","author":"Nucci","year":"2000","journal-title":"Comput Meth Prog Biomed"},{"issue":"2\u20133","key":"10.1016\/S0933-3657(03)00045-9_BIB29","doi-asserted-by":"crossref","first-page":"319","DOI":"10.1016\/S1386-5056(01)00214-3","article-title":"DiasNet\u2014a diabetes advisory system for communication and education via the internet","volume":"64","author":"Plougmann","year":"2001","journal-title":"Int J Med Inf"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB30","doi-asserted-by":"crossref","unstructured":"Ramoni M, Sebastiani P. The use of exogenous knowledge to learn Bayesian Networks for incomplete databases. In: Liu X, Cohen P, Berthold M, editors. Advances in intelligent data analysis. Berlin: Springer Verlag; 1997. p. 537\u201348.","DOI":"10.1007\/BFb0052869"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB31","unstructured":"Nucci G, et al. Verification phase final report, T-IDDM deliverable 5.2. http:\/\/aim.unipv.it\/projects\/tiddm\/ftp.html."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB32","doi-asserted-by":"crossref","unstructured":"Ramoni M, Stefanelli M, Magnani L, Barosi G, An epistemological framework for medical knowledge-based systems, IEEE Trans Syst, Man, and Cybernetics 1992;22:1\u201314.","DOI":"10.1109\/21.199462"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB33","doi-asserted-by":"crossref","first-page":"217","DOI":"10.1016\/0933-3657(95)00034-8","article-title":"Learning temporal probabilistic causal models from longitudinal data","volume":"8","author":"Riva","year":"1996","journal-title":"Artif Intell Med"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB34","unstructured":"Russel S, Norvig P. Artificial intelligence, a modern approach. 2nd ed. Upper Saddle River, NJ: Prentice-Hall; 2003."},{"issue":"3\u20134","key":"10.1016\/S0933-3657(03)00045-9_BIB35","doi-asserted-by":"crossref","first-page":"215","DOI":"10.1016\/0169-2607(90)90103-G","article-title":"Computer-aided systems in the management of type 1 diabetes: the application of a model-based strategy","volume":"32","author":"Salzsieder","year":"1990","journal-title":"Comput Meth Prog Biomed"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB36","unstructured":"Sary C, Peterson C, Rowe J, Ames T, Mueller K, Truszkowski W, et al. Trend analysis for spacecraft systems using multimodal reasoning. In: Freuder E, editor. Proceedings of the AAAI Spring Symposium on multi-modal reasoning. Menlo Park, CA: AAAI Press; 1998, pp. 157\u201362."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB37","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1111\/j.0954-6820.1965.tb01810.x","article-title":"The M value, an index of blood sugar control in diabetics","volume":"177","author":"Schlichtkrull","year":"1954","journal-title":"Acta Med Scand"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB38","first-page":"498","article-title":"Insulin as a cause of extreme hyperglycemia and instability","volume":"32","author":"Somogyi","year":"1938","journal-title":"Bull St Louis Med Soc"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB39","unstructured":"Steels L. Corporate knowledge management. In: Proceedings of the ISMICK. Compiegne: UTC; 1993. p. 9\u201330."},{"issue":"1","key":"10.1016\/S0933-3657(03)00045-9_BIB40","doi-asserted-by":"crossref","first-page":"25","DOI":"10.1016\/S0933-3657(01)00074-4","article-title":"The socio-organizational age of artificial intelligence in medicine","volume":"23","author":"Stefanelli","year":"2001","journal-title":"Artif Intell Med"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB41","doi-asserted-by":"crossref","unstructured":"Surma J, Vanhoff K. Integrating rules and cases for the classification task. In: Veloso M, Aamodt A, editors. Proceedings of the ICCBR. LNAI 1010. Berlin: Springer Verlag; 1995. p. 325\u201334.","DOI":"10.1007\/3-540-60598-3_29"},{"issue":"1","key":"10.1016\/S0933-3657(03)00045-9_BIB42","doi-asserted-by":"crossref","first-page":"49","DOI":"10.1016\/S0933-3657(01)00075-6","article-title":"Multiple representations and multi-modal reasoning in medical diagnostic systems","volume":"23","author":"Torasso","year":"2001","journal-title":"Artif Intell Med"},{"key":"10.1016\/S0933-3657(03)00045-9_BIB43","unstructured":"Van der Spek R, Spijkervet A. Knowledge management: dealing intelligently with knowledge. In: Liebowitz J, Wilcox LC, editors. Knowledge mangement and its integrative elements. Boca Raton, FL: CRC Press; 1997."},{"key":"10.1016\/S0933-3657(03)00045-9_BIB44","doi-asserted-by":"crossref","first-page":"197","DOI":"10.1016\/0020-7101(95)01145-5","article-title":"An integrated rule- and case-based approach to AIDS initial assessment","volume":"40","author":"Xu","year":"1996","journal-title":"Int J Biomed Comput"}],"container-title":["Artificial Intelligence in Medicine"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0933365703000459?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0933365703000459?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:54:21Z","timestamp":1704848061000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0933365703000459"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,9]]},"references-count":44,"journal-issue":{"issue":"1-2","published-print":{"date-parts":[[2003,9]]}},"alternative-id":["S0933365703000459"],"URL":"https:\/\/doi.org\/10.1016\/s0933-3657(03)00045-9","relation":{},"ISSN":["0933-3657"],"issn-type":[{"value":"0933-3657","type":"print"}],"subject":[],"published":{"date-parts":[[2003,9]]}}}