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Volumn 11, Issue 3, 2011, Pages 328-335

Prediction of severe acute pancreatitis at admission to hospital using artificial neural networks

Author keywords

Acute pancreatitis; APACHE II; Artificial neural network; Classification; Logistic regression; Severity of acute pancreatitis

Indexed keywords

ALANINE AMINOTRANSFERASE; CREATININE; HEMOGLOBIN;

EID: 79960216639     PISSN: 14243903     EISSN: 14243911     Source Type: Journal    
DOI: 10.1159/000327903     Document Type: Article
Times cited : (65)

References (34)
  • 2
    • 0025070130 scopus 로고
    • Acute pancreatitis: Value of CT in establishing prognosis
    • Balthazar EJ, Robinson DL, Megibow AJ, Ranson JH: Acute pancreatitis: Value of CT in establishing prognosis. Radiology 1990;174:331-336. (Pubitemid 20038583)
    • (1990) Radiology , vol.174 , Issue.2 , pp. 331-336
    • Balthazar, E.J.1    Robinson, D.L.2    Megibow, A.J.3    Ranson, J.H.C.4
  • 3
    • 0017797749 scopus 로고
    • A single-centre double-blind trial of Trasylol therapy in primary acute pancreatitis
    • DOI 10.1002/bjs.1800650514
    • Imrie CW, Benjamin IS, Ferguson JC, Mc-Kay AJ, Mackenzie I, O'Neill J, Blumgart LH: A single-centre double-blind trial of Trasylol therapy in primary acute pancreatitis. Br J Surg 1978;65:337-341. (Pubitemid 8323026)
    • (1978) British Journal of Surgery , vol.65 , Issue.5 , pp. 337-341
    • Imrie, C.W.1    Benjamin, I.S.2    Ferguson, J.C.3
  • 7
    • 0037350799 scopus 로고    scopus 로고
    • Inflammatory cytokines, C reactive protein, and procalcitonin as early predictors of necrosis infection in acute necrotizing pancreatitis
    • DOI 10.1067/msy.2003.70
    • Riche FC, Cholley BP, Laisne MJ, Vicaut E, Panis YH, Lajeunie EJ, Boudiaf M, Valleur PD: Inflammatory cytokines, C reactive protein, and procalcitonin as early predictors of necrosis infection in acute necrotizing pancreatitis. Surgery 2003;133:257-262. (Pubitemid 36390786)
    • (2003) Surgery , vol.133 , Issue.3 , pp. 257-262
    • Riche, F.C.1    Cholley, B.P.2    Laisne, M.-J.C.3    Vicaut, E.4    Panis, Y.H.5    Lajeunie, E.J.6    Boudiaf, M.7    Valleur, P.D.8
  • 8
    • 33845490835 scopus 로고    scopus 로고
    • Simple scoring system for the prediction of the prognosis of severe acute pancreatitis
    • DOI 10.1016/j.surg.2006.05.008, PII S0039606006003515
    • Ueda T, Takeyama Y, Yasuda T, Matsumura N, Sawa H, Nakajima T, Ajiki T, Fujino Y, Suzuki Y, Kuroda Y: Simple scoring system for the prediction of the prognosis of severe acute pancreatitis. Surgery 2007;141:51-58. (Pubitemid 44918078)
    • (2007) Surgery , vol.141 , Issue.1 , pp. 51-58
    • Ueda, T.1    Takeyama, Y.2    Yasuda, T.3    Matsumura, N.4    Sawa, H.5    Nakajima, T.6    Ajiki, T.7    Fujino, Y.8    Suzuki, Y.9    Kuroda, Y.10
  • 11
    • 33745220578 scopus 로고    scopus 로고
    • Risk factor identification and mortality prediction in cardiac surgery using artificial neural networks
    • Nilsson J, Ohlsson M, Thulin L, Hoglund P, Nashef SA, Brandt J: Risk factor identification and mortality prediction in cardiac surgery using artificial neural networks. J Thorac Cardiovasc Surg 2006;132:12-19.
    • (2006) J Thorac Cardiovasc Surg , vol.132 , pp. 12-19
    • Nilsson, J.1    Ohlsson, M.2    Thulin, L.3    Hoglund, P.4    Nashef, S.A.5    Brandt, J.6
  • 12
    • 0042674151 scopus 로고    scopus 로고
    • Predicting fatal outcome in the early phase of severe acute pancreatitis by using novel prognostic models
    • DOI 10.1159/000071769
    • Halonen KI, Leppaniemi AK, Lundin JE, Puolakkainen PA, Kemppainen EA, Haapiainen RK: Predicting fatal outcome in the early phase of severe acute pancreatitis by using novel prognostic models. Pancreatology 2003;3:309-315. (Pubitemid 36928755)
    • (2003) Pancreatology , vol.3 , Issue.4 , pp. 309-315
    • Halonen, K.I.1    Leppaniemi, A.K.2    Lundin, J.E.3    Puolakkainen, P.A.4    Kemppainen, E.A.5    Haapiainen, R.K.6
  • 14
    • 33845502065 scopus 로고    scopus 로고
    • Identification of severe acute pancreatitis using an artificial neural network
    • DOI 10.1016/j.surg.2006.07.022, PII S0039606006004600
    • Mofidi R, Duff MD, Madhavan KK, Garden OJ, Parks RW: Identification of severe acute pancreatitis using an artificial neural network. Surgery 2007;141:59-66. (Pubitemid 44918084)
    • (2007) Surgery , vol.141 , Issue.1 , pp. 59-66
    • Mofidi, R.1    Duff, M.D.2    Madhavan, K.K.3    Garden, O.J.4    Parks, R.W.5
  • 15
    • 0031691761 scopus 로고    scopus 로고
    • Use of an artificial neural network to predict length of stay in acute pancreatitis
    • Pofahl WE, Walczak SM, Rhone E, Izenberg SD: Use of an artificial neural network to predict length of stay in acute pancreatitis. Am Surg 1998;64:868-872. (Pubitemid 28402435)
    • (1998) American Surgeon , vol.64 , Issue.9 , pp. 868-872
    • Pofahl, W.E.1    Walczak, S.M.2    Rhone, E.3    Izenberg, S.D.4
  • 16
    • 38149096333 scopus 로고    scopus 로고
    • Prediction of clinical outcomes using artificial neural networks for patients with acute biliary pancreatitis
    • Yoldas O, Koc M, Karakose N, Kilic M, Tez M: Prediction of clinical outcomes using artificial neural networks for patients with acute biliary pancreatitis. Pancreas 2008;36:90-92.
    • (2008) Pancreas , vol.36 , pp. 90-92
    • Yoldas, O.1    Koc, M.2    Karakose, N.3    Kilic, M.4    Tez, M.5
  • 17
    • 0027254390 scopus 로고
    • A clinically based classification system for acute pancreatitis: Summary of the International Symposium on Acute Pancreatitis, Atlanta, Ga, September 11 through 13, 1992
    • Bradley EL 3rd: A clinically based classification system for acute pancreatitis. Summary of the International Symposium on Acute Pancreatitis, Atlanta, Ga, September 11 through 13, 1992. Arch Surg 1993;128:586-590. (Pubitemid 23143226)
    • (1993) Archives of Surgery , vol.128 , Issue.5 , pp. 586-590
    • Bradley III, E.L.1    Frey, C.F.2
  • 18
    • 0025135289 scopus 로고
    • Efficient evaluation of treatment effects in the presence of missing covariate values
    • Schemper M, Smith TL: Efficient evaluation of treatment effects in the presence of missing covariate values. Stat Med 1990;9:777-784. (Pubitemid 20343986)
    • (1990) Statistics in Medicine , vol.9 , Issue.7 , pp. 777-784
    • Schemper, M.1    Smith, T.L.2
  • 20
    • 0030812302 scopus 로고    scopus 로고
    • Coronary artery bypass risk prediction using neural networks
    • DOI 10.1016/S0003-4975(97)00225-7, PII S0003497597002257
    • Lippmann RP, Shahian DM: Coronary artery bypass risk prediction using neural networks. Ann Thorac Surg 1997;63:1635-1643. (Pubitemid 27321527)
    • (1997) Annals of Thoracic Surgery , vol.63 , Issue.6 , pp. 1635-1643
    • Lippmann, R.P.1    Shahian, D.M.2
  • 23
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A nonparametric approach
    • 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.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.R.1    DeLong, D.M.2    Clarke-Pearson, D.L.3
  • 24
    • 0018908373 scopus 로고
    • A comparative study of methods for the prediction of severity of attacks of acute pancreatitis
    • DOI 10.1002/bjs.1800670107
    • McMahon MJ, Playforth MJ, Pickford IR: A comparative study of methods for the prediction of severity of attacks of acute pancreatitis. Br J Surg 1980;67:22-25. (Pubitemid 10207582)
    • (1980) British Journal of Surgery , vol.67 , Issue.1 , pp. 22-25
    • McMahon, M.J.1    Playforth, M.J.2    Pickford, I.R.3
  • 26
    • 0024402286 scopus 로고
    • APACHE-II score for assessment and monitoring of acute pancreatitis
    • Larvin M, McMahon MJ: APACHE-II score for assessment and monitoring of acute pancreatitis. Lancet 1989; ii: 201-205. (Pubitemid 19187005)
    • (1989) Lancet , vol.2 , Issue.8656 , pp. 201-205
    • Larvin, M.1    McMahon, M.J.2
  • 27
    • 0038147182 scopus 로고    scopus 로고
    • A simplified method for computed tomographic estimation of prognosis in acute pancreatitis
    • DOI 10.1080/00365520310000915
    • King NK, Powell JJ, Redhead D, Siriwardena AK: A simplified method for computed tomographic estimation of prognosis in acute pancreatitis. Scand J Gastroenterol 2003;38:433-436. (Pubitemid 36606314)
    • (2003) Scandinavian Journal of Gastroenterology , vol.38 , Issue.4 , pp. 433-436
    • King, N.K.K.1    Powell, J.J.2    Redhead, D.3    Siriwardena, A.K.4
  • 28
    • 65449125457 scopus 로고    scopus 로고
    • A prospective evaluation of the bedside index for severity in acute pancreatitis score in assessing mortality and intermediate markers of severity in acute pancreatitis
    • Singh VK, Wu BU, Bollen TL, Repas K, Maurer R, Johannes RS, Mortele KJ, Conwell DL, Banks PA: A prospective evaluation of the bedside index for severity in acute pancreatitis score in assessing mortality and intermediate markers of severity in acute pancreatitis. Am J Gastroenterol 2009;104:966-971.
    • (2009) Am J Gastroenterol , vol.104 , pp. 966-971
    • Singh, V.K.1    Wu, B.U.2    Bollen, T.L.3    Repas, K.4    Maurer, R.5    Johannes, R.S.6    Mortele, K.J.7    Conwell, D.L.8    Banks, P.A.9
  • 32
    • 0030587937 scopus 로고    scopus 로고
    • Immunologic Dissonance: A Continuing Evolution in Our Understanding of the Systemic Inflammatory Response Syndrome (SIRS) and the Multiple Organ Dysfunction Syndrome (MODS)
    • Bone RC: Immunologic dissonance: a continuing evolution in our understanding of the systemic inflammatory response syndrome (SIRS) and the multiple organ dysfunction syndrome (MODS). Ann Intern Med 1996;125:680-687. (Pubitemid 126450605)
    • (1996) Annals of Internal Medicine , vol.125 , Issue.8 , pp. 680-687
    • Bone, R.C.1
  • 34
    • 0031930889 scopus 로고    scopus 로고
    • A scoring system for early differentiation of the etiology of acute pancreatitis
    • DOI 10.1080/00365529850166969
    • Stimac D, Lenac T, Marusic Z: A scoring system for early differentiation of the etiology of acute pancreatitis. Scand J Gastroenterol 1998;33:209-211. (Pubitemid 28098238)
    • (1998) Scandinavian Journal of Gastroenterology , vol.33 , Issue.2 , pp. 209-211
    • Stimac, D.1    Lenac, T.2    Maruic, Z.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.