메뉴 건너뛰기




Volumn 3, Issue 5, 2013, Pages

Predictive models to assess risk of type 2 diabetes, hypertension and comorbidity: Machine-learning algorithms and validation using national health data from Kuwait-a cohort study

Author keywords

[No Author keywords available]

Indexed keywords

ACCURACY; ARTICLE; ASIAN; CARDIOVASCULAR RISK; COHORT ANALYSIS; COMORBIDITY; CONTROLLED STUDY; DISEASE ASSOCIATION; DISEASE PREDISPOSITION; ETHNICITY; HOSPITAL; HUMAN; HYPERTENSION; K NEAREST NEIGHBOR; KUWAIT; LOGISTIC REGRESSION ANALYSIS; MACHINE LEARNING; MAJOR CLINICAL STUDY; MIGRATION; MULTIFACTOR DIMENSIONALITY REDUCTION; NON INSULIN DEPENDENT DIABETES MELLITUS; PREDICTIVE VALUE; PRIMARY HEALTH CARE; RETROSPECTIVE STUDY; RISK ASSESSMENT; SUPPORT VECTOR MACHINE;

EID: 84878459786     PISSN: None     EISSN: 20446055     Source Type: Journal    
DOI: 10.1136/bmjopen-2012-002457     Document Type: Article
Times cited : (114)

References (28)
  • 2
    • 2342466734 scopus 로고    scopus 로고
    • Global Prevalence of Diabetes: Estimates for the year 2000 and projections for 2030
    • DOI 10.2337/diacare.27.5.1047
    • Wild S, Roglic G, Green A, et al. Global prevalence of diabetes: Estimates for the year 2000 and projections for 2030. Diabetes Care 2004;27:1047-53. (Pubitemid 38579764)
    • (2004) Diabetes Care , vol.27 , Issue.5 , pp. 1047-1053
    • Wild, S.1    Roglic, G.2    Green, A.3    Sicree, R.4    King, H.5
  • 3
    • 84864956573 scopus 로고    scopus 로고
    • Type II diabetes mellitus in Arabic-speaking countries
    • Badran M, Laher I. Type II diabetes mellitus in Arabic-speaking countries. Int J Endocrinol 2012;2012:e902873.
    • (2012) Int J Endocrinol , vol.2012
    • Badran, M.1    Laher, I.2
  • 4
    • 84864704902 scopus 로고    scopus 로고
    • Prevalence of type 2 diabetes in the States of the co-operation council for the Arab States of the Gulf: A systematic review
    • Alhyas L, McKay A, Majeed A. Prevalence of type 2 diabetes in the States of the co-operation council for the Arab States of the Gulf: A systematic review. PLoS ONE 2012;7:e40948.
    • (2012) PLoS ONE , vol.7
    • Alhyas, L.1    McKay, A.2    Majeed, A.3
  • 5
    • 84878259828 scopus 로고    scopus 로고
    • State of diabetes mellitus, hypertension, and comorbidity in Kuwait-showcasing the trends as seen in native versus expatriate population
    • In press
    • Channanath AM, Farran B, Behbehani K, et al. State of diabetes mellitus, hypertension, and comorbidity in Kuwait-showcasing the trends as seen in native versus expatriate population. Diabetes Care 2013. In press.
    • (2013) Diabetes Care
    • Channanath, A.M.1    Farran, B.2    Behbehani, K.3
  • 7
    • 84866607803 scopus 로고    scopus 로고
    • Prediction models for risk of developing type 2 diabetes: Systematic literature search and independent external validation study
    • Abbasi A, Peelen LM, Corpeleijn E, et al. Prediction models for risk of developing type 2 diabetes: Systematic literature search and independent external validation study. BMJ 2012;345:e5900.
    • (2012) BMJ , vol.345
    • Abbasi, A.1    Peelen, L.M.2    Corpeleijn, E.3
  • 8
  • 9
    • 0032962321 scopus 로고    scopus 로고
    • A model-based algorithm for blood glucose control in type I diabetic patients
    • DOI 10.1109/10.740877
    • Parker RS, Doyle FJ III, Peppas NA. A model-based algorithm for blood glucose control in type I diabetic patients. IEEE Trans Biomed Eng 1999;46:148-57. (Pubitemid 29058920)
    • (1999) IEEE Transactions on Biomedical Engineering , vol.46 , Issue.2 , pp. 148-157
    • Parker, R.S.1    Doyle, F.J.2    Peppas, N.A.3
  • 10
    • 0026521199 scopus 로고
    • A physiological model of glucose-insulin interaction in type 1 diabetes mellitus
    • Lehmann ED, Deutsch T. A physiological model of glucose-insulin interaction in type 1 diabetes mellitus. J Biomed Eng 1992;14:235-42.
    • (1992) J Biomed Eng , vol.14 , pp. 235-242
    • Lehmann, E.D.1    Deutsch, T.2
  • 11
    • 0021704147 scopus 로고
    • A mathematical insulin-secretion model and its validation in isolated rat pancreatic islets perifusion
    • DOI 10.1016/0010-4809(84)90021-1
    • Nomura M, Shichiri M, Kawamori R, et al. A mathematical insulin-secretion model and its validation in isolated rat pancreatic islets perfusion. Comput Biomed Res 1984;17:570-9. (Pubitemid 15151274)
    • (1984) Computers and Biomedical Research , vol.17 , Issue.6 , pp. 570-579
    • Nomura, M.1    Shichiri, M.2    Kawamori, R.3
  • 17
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes C, Vapnik VN. Support-vector networks. Mach Learn 1995;20:273-97.
    • (1995) Mach Learn , vol.20 , pp. 273-297
    • Cortes, C.1    Vapnik, V.N.2
  • 21
    • 1842866369 scopus 로고    scopus 로고
    • Multifactor-dimensionality reduction shows a two-locus interaction associated with Type 2 diabetes mellitus
    • DOI 10.1007/s00125-003-1321-3
    • Cho YM, Ritchie MD, Moore JH, et al. Multifactor-dimensionality reduction shows a two-locus interaction associated with type 2 diabetes mellitus. Diabetologia 2004;47:549-54. (Pubitemid 38491253)
    • (2004) Diabetologia , vol.47 , Issue.3 , pp. 549-554
    • Cho, Y.M.1    Ritchie, M.D.2    Moore, J.H.3    Park, J.Y.4    Lee, K.-U.5    Shin, H.D.6    Lee, H.K.7    Park, K.S.8
  • 23
    • 0024208779 scopus 로고
    • Etiology and prevalence of hypertension in diabetic patients
    • Simonson DC. Etiology and prevalence of hypertension in diabetic patients. Diabetes Care 1988;11:821-7. (Pubitemid 19006523)
    • (1988) Diabetes Care , vol.11 , Issue.10 , pp. 821-827
    • Simonson, D.C.1
  • 24
    • 71749115154 scopus 로고    scopus 로고
    • A self-assessment diabetes score: Development, validation, and comparison with other diabetes risk-assessment scores
    • Bang H, Edwards AM, Bomback AS, et al. A self-assessment diabetes score: Development, validation, and comparison with other diabetes risk-assessment scores. Ann Intern Med 2009; 151:775-83.
    • (2009) Ann Intern Med , vol.151 , pp. 775-783
    • Bang, H.1    Edwards, A.M.2    Bomback, A.S.3
  • 25
    • 0030069896 scopus 로고    scopus 로고
    • Multivariable prognostic models: Issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors
    • DOI 10.1002/(SICI)1097-0258(19960229)15:4<361::AID-SIM168>3.0.CO;2- 4
    • Harrell FE Jr, Lee KL, Mark DB. Multivariable prognostic models: Issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat Med 1996;15:361-87. (Pubitemid 26072233)
    • (1996) Statistics in Medicine , vol.15 , Issue.4 , pp. 361-387
    • Harrell Jr., F.E.1    Lee, K.L.2    Mark, D.B.3
  • 26
    • 0037227994 scopus 로고    scopus 로고
    • The impact of ethnicity on type 2 diabetes
    • DOI 10.1016/S1056-8727(02)00190-3, PII S1056872702001903
    • Abate N, Chandalia M. The impact of ethnicity on type 2 diabetes. J Diabetes Complications 2003;17:39-58. (Pubitemid 36042792)
    • (2003) Journal of Diabetes and its Complications , vol.17 , Issue.1 , pp. 39-58
    • Abate, N.1    Chandalia, M.2
  • 27
    • 0035165797 scopus 로고    scopus 로고
    • Ethnicity and type 2 diabetes: Focus on Asian Indians
    • DOI 10.1016/S1056-8727(01)00161-1, PII S1056872701001611
    • Abate N, Chandalia M. Ethnicity and type 2 diabetes: Focus on Asian Indians. J Diabetes Complications 2001;15:320-7. (Pubitemid 33065675)
    • (2001) Journal of Diabetes and its Complications , vol.15 , Issue.6 , pp. 320-327
    • Abate, N.1    Chandalia, M.2
  • 28
    • 84865831111 scopus 로고    scopus 로고
    • Exercise intervention in New Zealand Polynesian peoples with type 2 diabetes: Cultural considerations and clinical trial recommendations
    • Sukala WR, Page RA, Rowlands DS, et al. Exercise intervention in New Zealand Polynesian peoples with type 2 diabetes: Cultural considerations and clinical trial recommendations. Australas Med J 2012;5:429-35.
    • (2012) Australas Med J , vol.5 , pp. 429-435
    • Sukala, W.R.1    Page, R.A.2    Rowlands, D.S.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.