{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T21:55:13Z","timestamp":1781560513494,"version":"3.54.5"},"reference-count":26,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2010,3,22]],"date-time":"2010-03-22T00:00:00Z","timestamp":1269216000000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/2.0"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["BMC Med Inform Decis Mak"],"published-print":{"date-parts":[[2010,12]]},"DOI":"10.1186\/1472-6947-10-16","type":"journal-article","created":{"date-parts":[[2010,3,23]],"date-time":"2010-03-23T07:16:40Z","timestamp":1269328600000},"source":"Crossref","is-referenced-by-count":373,"title":["Application of support vector machine modeling for prediction of common diseases: the case of diabetes and pre-diabetes"],"prefix":"10.1186","volume":"10","author":[{"given":"Wei","family":"Yu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Tiebin","family":"Liu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rodolfo","family":"Valdez","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Marta","family":"Gwinn","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Muin J","family":"Khoury","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2010,3,22]]},"reference":[{"key":"317_CR1","first-page":"273","volume":"20","author":"C Cortes","year":"1995","unstructured":"Cortes C, Vapnik V: Support-vector networks. Machine Learning. 1995, 20: 273-297.","journal-title":"Machine Learning"},{"key":"317_CR2","doi-asserted-by":"publisher","first-page":"1321","DOI":"10.1093\/bioinformatics\/btm026","volume":"23","author":"KL Ng","year":"2007","unstructured":"Ng KL, Mishra SK: De novo SVM classification of precursor microRNAs from genomic pseudo hairpins using global and intrinsic folding measures. Bioinformatics. 2007, 23: 1321-1330. 10.1093\/bioinformatics\/btm026.","journal-title":"Bioinformatics"},{"issue":"Suppl 1","key":"317_CR3","doi-asserted-by":"publisher","first-page":"S22","DOI":"10.1186\/1471-2105-6-S1-S22","volume":"6","author":"SB Rice","year":"2005","unstructured":"Rice SB, Nenadic G, Stapley BJ: Mining protein function from text using term-based support vector machines. BMC Bioinformatics. 2005, 6 (Suppl 1): S22-10.1186\/1471-2105-6-S1-S22.","journal-title":"BMC Bioinformatics"},{"key":"317_CR4","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.cmpb.2009.01.003","volume":"95","author":"I Maglogiannis","year":"2009","unstructured":"Maglogiannis I, Loukis E, Zafiropoulos E, Stasis A: Support Vectors Machine-based identification of heart valve diseases using heart sounds. Comput Methods Programs Biomed. 2009, 95: 47-61. 10.1016\/j.cmpb.2009.01.003.","journal-title":"Comput Methods Programs Biomed"},{"key":"317_CR5","doi-asserted-by":"publisher","first-page":"285","DOI":"10.1111\/j.1469-8986.2008.00770.x","volume":"46","author":"RC Thurston","year":"2009","unstructured":"Thurston RC, Matthews KA, Hernandez J, De La TF: Improving the performance of physiologic hot flash measures with support vector machines. Psychophysiology. 2009, 46: 285-292. 10.1111\/j.1469-8986.2008.00770.x.","journal-title":"Psychophysiology"},{"key":"317_CR6","unstructured":"American Diabetes Association. 2009, [\n                    http:\/\/www.diabetes.org\/\n                    \n                  ]"},{"key":"317_CR7","doi-asserted-by":"publisher","first-page":"101","DOI":"10.1111\/j.1753-4887.2007.tb00287.x","volume":"65","author":"FX Pi-Sunyer","year":"2007","unstructured":"Pi-Sunyer FX: How effective are lifestyle changes in the prevention of type 2 diabetes mellitus?. Nutr Rev. 2007, 65: 101-110. 10.1111\/j.1753-4887.2007.tb00287.x.","journal-title":"Nutr Rev"},{"key":"317_CR8","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1056\/NEJMoa012512","volume":"346","author":"WC Knowler","year":"2002","unstructured":"Knowler WC, Barrett-Connor E, Fowler SE, Hamman RF, Lachin JM, Walker EA, Nathan DM: Reduction in the incidence of type 2 diabetes with lifestyle intervention or metformin. N Engl J Med. 2002, 346: 393-403. 10.1056\/NEJMoa012512.","journal-title":"N Engl J Med"},{"key":"317_CR9","doi-asserted-by":"publisher","first-page":"696","DOI":"10.1056\/NEJM200108303450912","volume":"345","author":"O Fruchter","year":"2001","unstructured":"Fruchter O: Prevention of type 2 diabetes mellitus by changes in lifestyle. N Engl J Med. 2001, 345: 696-697. 10.1056\/NEJM200108303450912.","journal-title":"N Engl J Med"},{"key":"317_CR10","doi-asserted-by":"crossref","unstructured":"Global Guideline for Type 2 Diabetes: recommendations for standard, comprehensive, and minimal care. Diabet Med. 2006, 23: 579-593. 10.1111\/j.1464-5491.2006.01918.x.","DOI":"10.1111\/j.1464-5491.2006.01918.x"},{"key":"317_CR11","doi-asserted-by":"publisher","first-page":"682","DOI":"10.1001\/archinte.166.6.682","volume":"166","author":"C Thomas","year":"2006","unstructured":"Thomas C, Hypponen E, Power C: Type 2 diabetes mellitus in midlife estimated from the Cambridge Risk Score and body mass index. Arch Intern Med. 2006, 166: 682-688. 10.1001\/archinte.166.6.682.","journal-title":"Arch Intern Med"},{"key":"317_CR12","doi-asserted-by":"publisher","first-page":"1187","DOI":"10.2337\/diacare.28.5.1187","volume":"28","author":"M Franciosi","year":"2005","unstructured":"Franciosi M, De BG, Rossi MC, Sacco M, Belfiglio M, Pellegrini F, Tognoni G, Valentini M, Nicolucci A: Use of the diabetes risk score for opportunistic screening of undiagnosed diabetes and impaired glucose tolerance: the IGLOO (Impaired Glucose Tolerance and Long-Term Outcomes Observational) study. Diabetes Care. 2005, 28: 1187-1194. 10.2337\/diacare.28.5.1187.","journal-title":"Diabetes Care"},{"key":"317_CR13","doi-asserted-by":"crossref","unstructured":"Standards of medical care in diabetes--2008. Diabetes Care. 2008, 31 (Suppl 1): S12-S54.","DOI":"10.2337\/dc08-S012"},{"key":"317_CR14","doi-asserted-by":"publisher","first-page":"1040","DOI":"10.2337\/dc07-1150","volume":"31","author":"KE Heikes","year":"2008","unstructured":"Heikes KE, Eddy DM, Arondekar B, Schlessinger L: Diabetes Risk Calculator: a simple tool for detecting undiagnosed diabetes and pre-diabetes. Diabetes Care. 2008, 31: 1040-1045. 10.2337\/dc07-1150.","journal-title":"Diabetes Care"},{"key":"317_CR15","unstructured":"National Health and Nutrition Examination Survey(NHANES). 2009, [\n                    http:\/\/www.cdc.gov\/nchs\/nhanes\/about_nhanes.htm\n                    \n                  ]"},{"key":"317_CR16","volume-title":"Feature Extraction: Foundations and Applications (Studies in Fuzziness and Soft Computing)","author":"C-JL Yi-Wei Chen","year":"2005","unstructured":"Yi-Wei Chen C-JL: Combining SVMs with Various Feature Selection Strategies. Feature Extraction: Foundations and Applications (Studies in Fuzziness and Soft Computing). 2005, Isabelle Guyon SGMNLAZ"},{"key":"317_CR17","doi-asserted-by":"publisher","first-page":"326","DOI":"10.1109\/PGEC.1965.264137","volume":"14","author":"TC Cover","year":"1965","unstructured":"Cover TC: Geometrical and statistical properties of system of linear inequalities with applications in pattern recognition [abstract]. IEEE Trans Electr Comput. 1965, 14: 326-10.1109\/PGEC.1965.264137.","journal-title":"IEEE Trans Electr Comput"},{"key":"317_CR18","volume-title":"LIBSVM: a library for supportvector machines, 2001","author":"CC Chang","year":"2007","unstructured":"Chang CC, Lin CJ: LIBSVM: a library for supportvector machines, 2001. 2007, [\n                    http:\/\/www.csie.ntu.edu.tw\/~cjlin\/libsvm\/\n                    \n                  ]"},{"key":"317_CR19","doi-asserted-by":"publisher","first-page":"837","DOI":"10.2307\/2531595","volume":"44","author":"ER DeLong","year":"1988","unstructured":"DeLong ER, DeLong DM, Clarke-Pearson DL: Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics. 1988, 44: 837-845. 10.2307\/2531595.","journal-title":"Biometrics"},{"key":"317_CR20","unstructured":"Java J2EE. Sun Microsystems, Inc. 2006, [\n                    http:\/\/java.sun.com\/javaee\/\n                    \n                  ]"},{"key":"317_CR21","unstructured":"Hibernate. JBoss Enterprise Middleware System. 2006, [\n                    http:\/\/www.hibernate.org\/\n                    \n                  ]"},{"key":"317_CR22","unstructured":"Apache Struts. The Apache Software Foundation. 2006, [\n                    http:\/\/struts.apache.org\/\n                    \n                  ]"},{"key":"317_CR23","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1038\/nrd2826","volume":"8","author":"EE Schadt","year":"2009","unstructured":"Schadt EE, Friend SH, Shaywitz DA: A network view of disease and compound screening. Nat Rev Drug Discov. 2009, 8: 286-295. 10.1038\/nrd2826.","journal-title":"Nat Rev Drug Discov"},{"key":"317_CR24","doi-asserted-by":"publisher","first-page":"1040","DOI":"10.2337\/dc07-1150","volume":"31","author":"KE Heikes","year":"2008","unstructured":"Heikes KE, Eddy DM, Arondekar B, Schlessinger L: Diabetes Risk Calculator: a simple tool for detecting undiagnosed diabetes and pre-diabetes. Diabetes Care. 2008, 31: 1040-1045. 10.2337\/dc07-1150.","journal-title":"Diabetes Care"},{"key":"317_CR25","doi-asserted-by":"publisher","first-page":"86","DOI":"10.1055\/s-0028-1087203","volume":"41","author":"PE Schwarz","year":"2009","unstructured":"Schwarz PE, Li J, Lindstrom J, Tuomilehto J: Tools for predicting the risk of type 2 diabetes in daily practice. Horm Metab Res. 2009, 41: 86-97. 10.1055\/s-0028-1087203.","journal-title":"Horm Metab Res"},{"key":"317_CR26","doi-asserted-by":"publisher","first-page":"885","DOI":"10.1016\/S0895-4356(99)00075-X","volume":"52","author":"SB Cantor","year":"1999","unstructured":"Cantor SB, Sun CC, Tortolero-Luna G, Richards-Kortum R, Follen M: A comparison of C\/B ratios from studies using receiver operating characteristic curve analysis. J Clin Epidemiol. 1999, 52: 885-892. 10.1016\/S0895-4356(99)00075-X.","journal-title":"J Clin Epidemiol"}],"container-title":["BMC Medical Informatics and Decision Making"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1186\/1472-6947-10-16\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-10-16.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-10-16","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1186\/1472-6947-10-16.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,1,22]],"date-time":"2019-01-22T14:21:13Z","timestamp":1548166873000},"score":1,"resource":{"primary":{"URL":"https:\/\/bmcmedinformdecismak.biomedcentral.com\/articles\/10.1186\/1472-6947-10-16"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2010,3,22]]},"references-count":26,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2010,12]]}},"alternative-id":["317"],"URL":"https:\/\/doi.org\/10.1186\/1472-6947-10-16","relation":{},"ISSN":["1472-6947"],"issn-type":[{"value":"1472-6947","type":"electronic"}],"subject":[],"published":{"date-parts":[[2010,3,22]]},"article-number":"16"}}