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Published in: BMC Gastroenterology 1/2003

Open Access 01-12-2003 | Research article

A comparison of Child-Pugh, APACHE II and APACHE III scoring systems in predicting hospital mortality of patients with liver cirrhosis

Authors: Constantinos Chatzicostas, Maria Roussomoustakaki, Georgios Notas, Ioannis G Vlachonikolis, Demetrios Samonakis, John Romanos, Emmanouel Vardas, Elias A Kouroumalis

Published in: BMC Gastroenterology | Issue 1/2003

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Abstract

Background

The aim of this study was to assess the prognostic accuracy of Child-Pugh and APACHE II and III scoring systems in predicting short-term, hospital mortality of patients with liver cirrhosis.

Methods

200 admissions of 147 cirrhotic patients (44% viral-associated liver cirrhosis, 33% alcoholic, 18.5% cryptogenic, 4.5% both viral and alcoholic) were studied prospectively. Clinical and laboratory data conforming to the Child-Pugh, APACHE II and III scores were recorded on day 1 for all patients. Discrimination was evaluated using receiver operating characteristic (ROC) curves and area under a ROC curve (AUC). Calibration was estimated using the Hosmer-Lemeshow goodness-of-fit test.

Results

Overall mortality was 11.5%. The mean Child-Pugh, APACHE II and III scores for survivors were found to be significantly lower than those of nonsurvivors. Discrimination was excellent for Child-Pugh (ROC AUC: 0.859) and APACHE III (ROC AUC: 0.816) scores, and acceptable for APACHE II score (ROC AUC: 0.759). Although the Hosmer-Lemeshow statistic revealed adequate goodness-of-fit for Child-Pugh score (P = 0.192), this was not the case for APACHE II and III scores (P = 0.004 and 0.003 respectively)

Conclusion

Our results indicate that, of the three models, Child-Pugh score had the least statistically significant discrepancy between predicted and observed mortality across the strata of increasing predicting mortality. This supports the hypothesis that APACHE scores do not work accurately outside ICU settings.
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Literature
1.
go back to reference Child CG, Turcotte JG: Surgery and portal hypertension. In: The liver and portal hypertension. Edited by: Child CG. 1964, Philadelphia, Saunders, 50-64. Child CG, Turcotte JG: Surgery and portal hypertension. In: The liver and portal hypertension. Edited by: Child CG. 1964, Philadelphia, Saunders, 50-64.
2.
go back to reference Gines P, Quintero E, Arroyo V, Teres J, Bruguera M, Rimola A, Caballeri J, Rodes J, Rozman C: Compensated cirrhosis: natural history and prognostic factors. Hepatology. 1987, 7: 122-128.CrossRefPubMed Gines P, Quintero E, Arroyo V, Teres J, Bruguera M, Rimola A, Caballeri J, Rodes J, Rozman C: Compensated cirrhosis: natural history and prognostic factors. Hepatology. 1987, 7: 122-128.CrossRefPubMed
3.
go back to reference Schlichting P, Christensen E, Andersen PK, Fauerholdt L, Juhl E, Poulsen H, Tygstrup N: Prognostic factors in cirrhosis identified by Cox's regression model. Hepatology. 1983, 3: 889-895.CrossRefPubMed Schlichting P, Christensen E, Andersen PK, Fauerholdt L, Juhl E, Poulsen H, Tygstrup N: Prognostic factors in cirrhosis identified by Cox's regression model. Hepatology. 1983, 3: 889-895.CrossRefPubMed
4.
go back to reference Adler M, Van Laethem J, Glibert A, Gelin M, Bourgeois N, Vereerstraeten P, Cremer M: Factors influencing survival at one year in patients with non biliary hepatic parenchymal cirrhosis. Dig Dis Sci. 1990, 35: 1-5.CrossRefPubMed Adler M, Van Laethem J, Glibert A, Gelin M, Bourgeois N, Vereerstraeten P, Cremer M: Factors influencing survival at one year in patients with non biliary hepatic parenchymal cirrhosis. Dig Dis Sci. 1990, 35: 1-5.CrossRefPubMed
5.
go back to reference Adler M, Verset D, Bouhdid H, Bourgeois B, Gulbis B, Le Moine O, Vanderstadt J, Gelin M, Thiry P: Prognostic evaluation of patients with parenchymal cirrhosis: Proposal of a new simple score. J Hepatol. 1997, 26: 642-649. 10.1016/S0168-8278(97)80431-X.CrossRefPubMed Adler M, Verset D, Bouhdid H, Bourgeois B, Gulbis B, Le Moine O, Vanderstadt J, Gelin M, Thiry P: Prognostic evaluation of patients with parenchymal cirrhosis: Proposal of a new simple score. J Hepatol. 1997, 26: 642-649. 10.1016/S0168-8278(97)80431-X.CrossRefPubMed
6.
go back to reference Merkel C, Bolognesi M, Bellow S, Bianco S, Honisen B, Lampe H, Angeli P, Gatta A: Aminopyrine breath test in the prognostic evaluation of patients with cirrhosis. Gut. 1992, 33: 836-642.CrossRefPubMedPubMedCentral Merkel C, Bolognesi M, Bellow S, Bianco S, Honisen B, Lampe H, Angeli P, Gatta A: Aminopyrine breath test in the prognostic evaluation of patients with cirrhosis. Gut. 1992, 33: 836-642.CrossRefPubMedPubMedCentral
7.
go back to reference Kamath PS, Wiesner RH, Malinchoc M, Kremers W, Therneau TM, Kosberg CL, D'Amico G, Dickson ER, Kim WR: A model to predict survival in patients with end-stage liver disease. Hepatology. 2001, 33: 464-470. 10.1053/jhep.2001.22172.CrossRefPubMed Kamath PS, Wiesner RH, Malinchoc M, Kremers W, Therneau TM, Kosberg CL, D'Amico G, Dickson ER, Kim WR: A model to predict survival in patients with end-stage liver disease. Hepatology. 2001, 33: 464-470. 10.1053/jhep.2001.22172.CrossRefPubMed
8.
go back to reference Orrego H, Israel Y, Blake JE, Medline A: Assessment of prognostic factors in alcoholic liver disease: toward a global quantitative expression of severity. Hepatology. 1983, 3: 896-905.CrossRefPubMed Orrego H, Israel Y, Blake JE, Medline A: Assessment of prognostic factors in alcoholic liver disease: toward a global quantitative expression of severity. Hepatology. 1983, 3: 896-905.CrossRefPubMed
9.
go back to reference Pingon JP, Poynard T, Naveau S, Marteau P, Zourabien-Vilio , Chaput JC: Analyse multidimensionnelle selon le modele de Cox dela survie de patients atteints de cirrhose alcoolique. Gastroenterol Clin Biol. 1986, 10: 461-467. Pingon JP, Poynard T, Naveau S, Marteau P, Zourabien-Vilio , Chaput JC: Analyse multidimensionnelle selon le modele de Cox dela survie de patients atteints de cirrhose alcoolique. Gastroenterol Clin Biol. 1986, 10: 461-467.
10.
go back to reference Pugh RNH, Murray-Lyon IM, Dawson JL, Pietroni MC, Williams R: Transection of the esophagus in bleeding oesophageal varices. Br J Surg. 1973, 60: 648-652. Pugh RNH, Murray-Lyon IM, Dawson JL, Pietroni MC, Williams R: Transection of the esophagus in bleeding oesophageal varices. Br J Surg. 1973, 60: 648-652.
11.
go back to reference Garden OJ, Motyl H, Gilmour WH, Utley RJ, Carter DC: Prediction of outcome following acute variceal hemorrhage. Br J Surg. 1985, 72: 91-95.CrossRefPubMed Garden OJ, Motyl H, Gilmour WH, Utley RJ, Carter DC: Prediction of outcome following acute variceal hemorrhage. Br J Surg. 1985, 72: 91-95.CrossRefPubMed
12.
go back to reference Teres J, Baroni R, Bordas JW, Visa J, Pera C, Rodes J: Randomized trial of portocaval shunt stapling transection and endoscopic sclerotherapy in uncontrolled variceal bleeding. J Hepatol. 1987, 4: 159-167.CrossRefPubMed Teres J, Baroni R, Bordas JW, Visa J, Pera C, Rodes J: Randomized trial of portocaval shunt stapling transection and endoscopic sclerotherapy in uncontrolled variceal bleeding. J Hepatol. 1987, 4: 159-167.CrossRefPubMed
13.
go back to reference Terblanche J, Northover JM, Bomman P, Kahn D, Silber W, Barbezat GO, Sellars S, Campell JA, Saunders SJ: A prospective controlled trial of sclerotherapy in the long term management of patients after esophageal variceal bleeding. Surg Gynecol Obstet. 1979, 148: 323-333.PubMed Terblanche J, Northover JM, Bomman P, Kahn D, Silber W, Barbezat GO, Sellars S, Campell JA, Saunders SJ: A prospective controlled trial of sclerotherapy in the long term management of patients after esophageal variceal bleeding. Surg Gynecol Obstet. 1979, 148: 323-333.PubMed
14.
go back to reference Rikkers LF, Burnett DA, Volentine GD, Buchi KN, Cormier RA: Shunt surgery versus endoscopic sclerotherapy for long-term treatment of variceal bleeding. Early results of a randomized trial. Ann Surg. 1987, 206: 201-271.CrossRef Rikkers LF, Burnett DA, Volentine GD, Buchi KN, Cormier RA: Shunt surgery versus endoscopic sclerotherapy for long-term treatment of variceal bleeding. Early results of a randomized trial. Ann Surg. 1987, 206: 201-271.CrossRef
15.
go back to reference Sauerbruch T, Ansari H, Wotzka R, Soehendra N, Kopcke W: Prognostic factors in cirrhosis of the liver, variceal bleeding and sclerotherapy: comparison of prognosis systems obtained by discriminant analysis with the Child-classification. Dtsch Wed Wochenschr. 1988, 113: 11-14.CrossRef Sauerbruch T, Ansari H, Wotzka R, Soehendra N, Kopcke W: Prognostic factors in cirrhosis of the liver, variceal bleeding and sclerotherapy: comparison of prognosis systems obtained by discriminant analysis with the Child-classification. Dtsch Wed Wochenschr. 1988, 113: 11-14.CrossRef
16.
go back to reference Harley HAJ, Morgan T, Redeker AG, Reynolds TB, Villamil F, Weiner JM, Yellin A: Results of a randomized trial of end-to-side portocaval shunt and distal splenorenal shunt in alcoholic liver disease and variceal bleeding. Gastroenterology. 1986, 91: 802-809.CrossRefPubMed Harley HAJ, Morgan T, Redeker AG, Reynolds TB, Villamil F, Weiner JM, Yellin A: Results of a randomized trial of end-to-side portocaval shunt and distal splenorenal shunt in alcoholic liver disease and variceal bleeding. Gastroenterology. 1986, 91: 802-809.CrossRefPubMed
17.
go back to reference LeMoine O, Adler M, Bourgeois N, Delhayne M, Deviere J, Gelin M, Vandermeeren A, Van Gossum A, Vereerstraeten P: Factors related to early mortality in cirrhotic patients bleeding from varices and treated by urgent sclerotherapy. Gut. 1992, 33: 1381-1385.CrossRef LeMoine O, Adler M, Bourgeois N, Delhayne M, Deviere J, Gelin M, Vandermeeren A, Van Gossum A, Vereerstraeten P: Factors related to early mortality in cirrhotic patients bleeding from varices and treated by urgent sclerotherapy. Gut. 1992, 33: 1381-1385.CrossRef
18.
go back to reference Provenzale D, Sandler RS, Wood DR, Levinson SL, Frakes JT, Sartor RB, Jackson AL, Kinard HB, Wagner EH, Powell DW: Development of a scoring system to predict mortality from upper gastrointestinal bleeding. Am J Med Sci. 1987, 294: 26-32.CrossRefPubMed Provenzale D, Sandler RS, Wood DR, Levinson SL, Frakes JT, Sartor RB, Jackson AL, Kinard HB, Wagner EH, Powell DW: Development of a scoring system to predict mortality from upper gastrointestinal bleeding. Am J Med Sci. 1987, 294: 26-32.CrossRefPubMed
19.
go back to reference Borsch G, Matuk ZE, Leverkus F: Prognosis in upper gastrointestinal bleeding: univariate and multivariate statistical analysis in 447 bleeding episodes. Med Klin. 1987, 82: 774-780. Borsch G, Matuk ZE, Leverkus F: Prognosis in upper gastrointestinal bleeding: univariate and multivariate statistical analysis in 447 bleeding episodes. Med Klin. 1987, 82: 774-780.
20.
go back to reference Gatta A, Merkel C, Amodio P, Bellon S, Bellumat A, Bolognesi M, Borsato L, Butto M, Casson FF, Cavallarin G, et al: Development and validation of a prognostic index predicting death after upper gastrointestinal bleeding in patients with liver cirrhosis: A multicenter study. Am J Gastroenterol. 1994, 89: 1528-1536.PubMed Gatta A, Merkel C, Amodio P, Bellon S, Bellumat A, Bolognesi M, Borsato L, Butto M, Casson FF, Cavallarin G, et al: Development and validation of a prognostic index predicting death after upper gastrointestinal bleeding in patients with liver cirrhosis: A multicenter study. Am J Gastroenterol. 1994, 89: 1528-1536.PubMed
21.
go back to reference Infante-Rivard C, Esnaola S, Villeneuve JP: Clinical and statistical validity of conventional prognostic factors in predicting short-term survival among cirrhotics. Hepatolology. 1987, 7: 660-664.CrossRef Infante-Rivard C, Esnaola S, Villeneuve JP: Clinical and statistical validity of conventional prognostic factors in predicting short-term survival among cirrhotics. Hepatolology. 1987, 7: 660-664.CrossRef
22.
go back to reference Ferro D, Saliola M, Quintarelli C, Alessandri C, Basili S, Violi F: 1-Year survey of patients with advanced liver cirrhosis: prognostic value of clinical and laboratory indexes identified by the Cox regression model. Scand J Gastroenterol. 1992, 27: 852-856.CrossRefPubMed Ferro D, Saliola M, Quintarelli C, Alessandri C, Basili S, Violi F: 1-Year survey of patients with advanced liver cirrhosis: prognostic value of clinical and laboratory indexes identified by the Cox regression model. Scand J Gastroenterol. 1992, 27: 852-856.CrossRefPubMed
23.
go back to reference Hartmann AH, Bircher J, Creutzfeldt W: Superiority of the Child-Pugh classification to quantitative liver function tests for assessing prognosis of liver cirrhosis. Scand J Gastroenetrol. 1989, 24: 269-276.CrossRef Hartmann AH, Bircher J, Creutzfeldt W: Superiority of the Child-Pugh classification to quantitative liver function tests for assessing prognosis of liver cirrhosis. Scand J Gastroenetrol. 1989, 24: 269-276.CrossRef
24.
25.
go back to reference Van Buuren HR, Pieterman CH, Schalm SW, Lameris JS: Transjugular intrahepatic portosystemic shunt: requiem for the surgical portosystemic shunt?. Scand J Gastroenterol. 1993, 28 (suppl 200): 48-52.CrossRef Van Buuren HR, Pieterman CH, Schalm SW, Lameris JS: Transjugular intrahepatic portosystemic shunt: requiem for the surgical portosystemic shunt?. Scand J Gastroenterol. 1993, 28 (suppl 200): 48-52.CrossRef
26.
go back to reference Christensen E, Krintel JJ, Hansen SM, Johansen JK, Juhl E: Prognosis after the first episode of gastrointestinal bleeding or coma in cirrhosis. Scand J Gastroenterol. 1989, 24: 999-1006.CrossRefPubMed Christensen E, Krintel JJ, Hansen SM, Johansen JK, Juhl E: Prognosis after the first episode of gastrointestinal bleeding or coma in cirrhosis. Scand J Gastroenterol. 1989, 24: 999-1006.CrossRefPubMed
27.
go back to reference Dasarathy S, Dwivedi M, Bhargava DK, Sundaram KR, Ramachandran K: A prospective randomized trial comparing repeated endoscopic sclerotherapy and propanolol in decompensated (Child class B and C) cirrhotic patients. Hepatology. 1992, 16: 89-94.CrossRefPubMed Dasarathy S, Dwivedi M, Bhargava DK, Sundaram KR, Ramachandran K: A prospective randomized trial comparing repeated endoscopic sclerotherapy and propanolol in decompensated (Child class B and C) cirrhotic patients. Hepatology. 1992, 16: 89-94.CrossRefPubMed
28.
go back to reference Toledo C, Salmeron JM, Rimola A, Navasa M, Arroyo V, Llach J, Gines A, Gines P, Rodes J: Spontaneous bacterial peritonitis cirrhosis: predictive factors of infection resolution and survival in patients treated with cefotaxime. Hepatology. 1993, 17: 251-257.CrossRefPubMed Toledo C, Salmeron JM, Rimola A, Navasa M, Arroyo V, Llach J, Gines A, Gines P, Rodes J: Spontaneous bacterial peritonitis cirrhosis: predictive factors of infection resolution and survival in patients treated with cefotaxime. Hepatology. 1993, 17: 251-257.CrossRefPubMed
29.
go back to reference Mathuna PM, Westaby D, Williams R: Taking the tension out of the portal system: an approach to the management of portal hypertension in the 1990s. Scand J Gastroenterol. 1990, 25 (suppl 175): 131-145.CrossRef Mathuna PM, Westaby D, Williams R: Taking the tension out of the portal system: an approach to the management of portal hypertension in the 1990s. Scand J Gastroenterol. 1990, 25 (suppl 175): 131-145.CrossRef
30.
go back to reference Bircher J: Assessment of prognosis in advanced liver disease: to score or to measure, that's the question. Hepatology. 1986, 6: 1036-1037.CrossRefPubMed Bircher J: Assessment of prognosis in advanced liver disease: to score or to measure, that's the question. Hepatology. 1986, 6: 1036-1037.CrossRefPubMed
31.
go back to reference Cello JP, Deveney KE, Trunkey DD, Heilbron DC, Stoney RJ, Ehrenfeld WK, Way LW: Factors influencing survival after therapeutic shunts. Results of a discriminant function and liner logistic regression analysis. Am J Surg. 1981, 141: 257-265.CrossRefPubMed Cello JP, Deveney KE, Trunkey DD, Heilbron DC, Stoney RJ, Ehrenfeld WK, Way LW: Factors influencing survival after therapeutic shunts. Results of a discriminant function and liner logistic regression analysis. Am J Surg. 1981, 141: 257-265.CrossRefPubMed
32.
go back to reference Knaus WA, Draper EA, Wagner DP, Zimmerman JE: APACHE II: a severity of disease classification system. Crit Care Med. 1985, 13: 818-829.CrossRefPubMed Knaus WA, Draper EA, Wagner DP, Zimmerman JE: APACHE II: a severity of disease classification system. Crit Care Med. 1985, 13: 818-829.CrossRefPubMed
33.
go back to reference Knaus WA, Wagner DP, Draper EA, Zimmerman JE, Bergner M, Bastos PG, Sirio CA, Murphy DJ, Lotring T, Damiano A, et al: The APACHE III prognostic system. Risk prediction of hospital mortality for critically ill hospitalized adults. Chest. 1991, 100: 1619-1636.CrossRefPubMed Knaus WA, Wagner DP, Draper EA, Zimmerman JE, Bergner M, Bastos PG, Sirio CA, Murphy DJ, Lotring T, Damiano A, et al: The APACHE III prognostic system. Risk prediction of hospital mortality for critically ill hospitalized adults. Chest. 1991, 100: 1619-1636.CrossRefPubMed
34.
go back to reference Zauner CA, Apsner RC, Kranz A, Kramer L, Madl C, Schneider B, Schneeweiss B, Ratheiser K, Stockenhuber F, Lenz K: Outcome prediction for patients with cirrhosis of the liver in a medical ICU: a comparison of the APACHE scores and liver-specific scoring systems. Intensive Care Med. 1996, 22: 559-563. 10.1007/s001340050130.CrossRefPubMed Zauner CA, Apsner RC, Kranz A, Kramer L, Madl C, Schneider B, Schneeweiss B, Ratheiser K, Stockenhuber F, Lenz K: Outcome prediction for patients with cirrhosis of the liver in a medical ICU: a comparison of the APACHE scores and liver-specific scoring systems. Intensive Care Med. 1996, 22: 559-563. 10.1007/s001340050130.CrossRefPubMed
35.
go back to reference Zauner C, Schneeweiss B, Schneider B, Madl C, Klos H, Kranz A, Ratheiser K, Kramer L, Lenz K: Short-term prognosis in critically ill patients with liver cirrhosis: an evaluation of a new scoring system. Eur J Gastroenterol Hepatol. 2000, 12: 517-522.CrossRefPubMed Zauner C, Schneeweiss B, Schneider B, Madl C, Klos H, Kranz A, Ratheiser K, Kramer L, Lenz K: Short-term prognosis in critically ill patients with liver cirrhosis: an evaluation of a new scoring system. Eur J Gastroenterol Hepatol. 2000, 12: 517-522.CrossRefPubMed
36.
go back to reference Zimmerman JE, Douglas P, Wagner P, Seneff MG, Becker RB, Sun X, Knaus WA: Intensive care unit admissions with cirrhosis: Risk-stratifying patient groups and predicting individual survival. Hepatology. 1996, 23: 1393-1401.CrossRefPubMed Zimmerman JE, Douglas P, Wagner P, Seneff MG, Becker RB, Sun X, Knaus WA: Intensive care unit admissions with cirrhosis: Risk-stratifying patient groups and predicting individual survival. Hepatology. 1996, 23: 1393-1401.CrossRefPubMed
37.
go back to reference Wehler M, Kokoska J, Reulbach U, Hahn EG, Strauss R: Short-term prognosis in critically ill patients with cirrhosis assessed by prognostic scoring systems. Hepatology. 2001, 34: 255-261. 10.1053/jhep.2001.26522.CrossRefPubMed Wehler M, Kokoska J, Reulbach U, Hahn EG, Strauss R: Short-term prognosis in critically ill patients with cirrhosis assessed by prognostic scoring systems. Hepatology. 2001, 34: 255-261. 10.1053/jhep.2001.26522.CrossRefPubMed
38.
go back to reference Aggarwal A, Ong JP, Younossi ZM, Nelson DR, Hoffman-Hogg L, Arroliga AC: Predictors of mortality and resourse utilization in cirrhotic patients admitted to the medical ICU. Chest. 2001, 119: 1489-97. 10.1378/chest.119.5.1489.CrossRefPubMed Aggarwal A, Ong JP, Younossi ZM, Nelson DR, Hoffman-Hogg L, Arroliga AC: Predictors of mortality and resourse utilization in cirrhotic patients admitted to the medical ICU. Chest. 2001, 119: 1489-97. 10.1378/chest.119.5.1489.CrossRefPubMed
39.
go back to reference Afessa B, Kubilis PS: Upper gastrointestinal bleeding in patients with hepatic cirrhosis: clinical course and mortality prediction. Am J Gastroenterol. 2000, 95: 484-489. 10.1016/S0002-9270(99)00831-X.CrossRefPubMed Afessa B, Kubilis PS: Upper gastrointestinal bleeding in patients with hepatic cirrhosis: clinical course and mortality prediction. Am J Gastroenterol. 2000, 95: 484-489. 10.1016/S0002-9270(99)00831-X.CrossRefPubMed
40.
go back to reference Butt AK, Khan AA, Alam A, Shah SWH, Shafqat F, Naqvi AB: Predicting hospital mortality in cirrhotic patients: Comparison of Child-Pugh and Acute Physiology, Age and Chronic Health Evaluation (APACHE III) scoring systems. Am J Gastroenterol. 1998, 93: 2469-2475. 10.1016/S0002-9270(98)00587-5.CrossRefPubMed Butt AK, Khan AA, Alam A, Shah SWH, Shafqat F, Naqvi AB: Predicting hospital mortality in cirrhotic patients: Comparison of Child-Pugh and Acute Physiology, Age and Chronic Health Evaluation (APACHE III) scoring systems. Am J Gastroenterol. 1998, 93: 2469-2475. 10.1016/S0002-9270(98)00587-5.CrossRefPubMed
41.
42.
go back to reference Hanley JA, McNeil BJ: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982, 143: 29-36.CrossRefPubMed Hanley JA, McNeil BJ: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology. 1982, 143: 29-36.CrossRefPubMed
43.
go back to reference Hosmer DW, Lemeshow S: Assessing the Fit of the Model. In Applied Logistic Regression. 2000, NY, John Wiley & sons, 160-164.CrossRef Hosmer DW, Lemeshow S: Assessing the Fit of the Model. In Applied Logistic Regression. 2000, NY, John Wiley & sons, 160-164.CrossRef
45.
go back to reference Lemeshow S, Hosmer DW: A review of goodness of fit statistics for use in the development of logistic regression models. Am J Epidemiol. 1982, 115: 92-106.PubMed Lemeshow S, Hosmer DW: A review of goodness of fit statistics for use in the development of logistic regression models. Am J Epidemiol. 1982, 115: 92-106.PubMed
46.
go back to reference Holt AW, Bury LK, Bersten AD, Skowronski GA, Vedig AE: Prospective evaluation of residents and nurses as severity score data collectors. Crit Care Med. 1992, 20: 1688-1691.CrossRefPubMed Holt AW, Bury LK, Bersten AD, Skowronski GA, Vedig AE: Prospective evaluation of residents and nurses as severity score data collectors. Crit Care Med. 1992, 20: 1688-1691.CrossRefPubMed
47.
go back to reference Polderman KH, Thijs LG, Girbes AR: Interobserver variability in the use of APACHE II scores. Lancet. 1999, 353: 380-CrossRefPubMed Polderman KH, Thijs LG, Girbes AR: Interobserver variability in the use of APACHE II scores. Lancet. 1999, 353: 380-CrossRefPubMed
48.
go back to reference Polderman KH, Joma EM, Girbes AR: Inter-observer variability in APACHE II scoring: effect of strict guidelines and training. Intens Care Med. 2001, 27: 1465-1369. Polderman KH, Joma EM, Girbes AR: Inter-observer variability in APACHE II scoring: effect of strict guidelines and training. Intens Care Med. 2001, 27: 1465-1369.
49.
go back to reference Rue M, Valero C, Quintana S, Artigas A, Alvarez M: Interobserver variability of the measurement of the mortality probability models (MMP II) in the assessment of severity of illness. Intens Care Med. 2000, 26: 286-291. 10.1007/s001340051151.CrossRef Rue M, Valero C, Quintana S, Artigas A, Alvarez M: Interobserver variability of the measurement of the mortality probability models (MMP II) in the assessment of severity of illness. Intens Care Med. 2000, 26: 286-291. 10.1007/s001340051151.CrossRef
50.
go back to reference Justice AC, Covinsky KE, Berlin JA: Assessing the generalizability of prognostic information. Ann Intern Med. 1999, 130: 515-524.CrossRefPubMed Justice AC, Covinsky KE, Berlin JA: Assessing the generalizability of prognostic information. Ann Intern Med. 1999, 130: 515-524.CrossRefPubMed
51.
go back to reference Hadorn DC, Draper D, Rogers WH, Keeler EB, Brook RH: Cross-validation performance of mortality prediction models. Stat Med. 1992, 28: 475-489.CrossRef Hadorn DC, Draper D, Rogers WH, Keeler EB, Brook RH: Cross-validation performance of mortality prediction models. Stat Med. 1992, 28: 475-489.CrossRef
Metadata
Title
A comparison of Child-Pugh, APACHE II and APACHE III scoring systems in predicting hospital mortality of patients with liver cirrhosis
Authors
Constantinos Chatzicostas
Maria Roussomoustakaki
Georgios Notas
Ioannis G Vlachonikolis
Demetrios Samonakis
John Romanos
Emmanouel Vardas
Elias A Kouroumalis
Publication date
01-12-2003
Publisher
BioMed Central
Published in
BMC Gastroenterology / Issue 1/2003
Electronic ISSN: 1471-230X
DOI
https://doi.org/10.1186/1471-230X-3-7

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