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Published in: BMC Pregnancy and Childbirth 1/2014

Open Access 01-12-2014 | Research article

Determinants of cesarean delivery: a classification tree analysis

Authors: Elisa Stivanello, Paola Rucci, Jacopo Lenzi, Maria Pia Fantini

Published in: BMC Pregnancy and Childbirth | Issue 1/2014

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Abstract

Background

Cesarean delivery (CD) rates are rising in many parts of the world. To define strategies to reduce them, it is important to identify their clinical and organizational determinants. The objective of this cross-sectional study is to identify sub-types of women at higher risk of CD using demographic, clinical and organizational variables.

Methods

All hospital discharge records of women who delivered between 2005 and mid-2010 in the Emilia-Romagna Region of Italy were retrieved and linked with birth certificates. Sociodemographic and clinical information was retrieved from the two data sources. Organizational variables included activity volume (number of births per year), hospital type, and hour and day of delivery. A classification tree analysis was used to identify the variables and the combinations of variables that best discriminated cesarean from vaginal delivery.

Results

The classification tree analysis indicated that the most important variables discriminating the sub-groups of women at different risk of cesarean section were: previous cesarean, mal-position/mal-presentation, fetal distress, and abruptio placentae or placenta previa or ante-partum hemorrhage. These variables account for more than 60% of all cesarean deliveries. A sensitivity analysis identified multiparity and fetal weight as additional discriminatory variables.

Conclusions

Clinical variables are important predictors of CD. To reduce the CD rate, audit activities should examine in more detail the clinical conditions for which the need of CD is questionable or inappropriate.
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Literature
1.
go back to reference Villar J, Valladares E, Wojdyla D, Zavaleta N, Velazco A, Campodónico L, Bataglia V, Faundes A, Langer A, Narváez A, Donner A, Romero M, Reynoso S, de Pádua KS, Giordano D, Kublickas M, Acosta A, WHO 2005 global survey on maternal and perinatal health research group: Caesarean delivery rates and pregnancy outcomes: the 2005 WHO global survey on maternal and perinatal health in Latin America. Lancet. 2006, 367: 1819-1829.CrossRefPubMed Villar J, Valladares E, Wojdyla D, Zavaleta N, Velazco A, Campodónico L, Bataglia V, Faundes A, Langer A, Narváez A, Donner A, Romero M, Reynoso S, de Pádua KS, Giordano D, Kublickas M, Acosta A, WHO 2005 global survey on maternal and perinatal health research group: Caesarean delivery rates and pregnancy outcomes: the 2005 WHO global survey on maternal and perinatal health in Latin America. Lancet. 2006, 367: 1819-1829.CrossRefPubMed
2.
go back to reference Betrán AP, Merialdi M, Lauer A, Bing-Shun W, Thomas J, Van Look P, Wagner M: Rates of caesarean section: analysis of global, regional and national estimates. Paediatr Perinat Epidemiol. 2007, 21: 98-113.CrossRefPubMed Betrán AP, Merialdi M, Lauer A, Bing-Shun W, Thomas J, Van Look P, Wagner M: Rates of caesarean section: analysis of global, regional and national estimates. Paediatr Perinat Epidemiol. 2007, 21: 98-113.CrossRefPubMed
3.
go back to reference Gibbons L, Belizán JM, Lauer JA, Betrán AP, Merialdi M, Althabe F: Inequities in the use of caesarean section deliveries in the world. Am J Obstet. 2012, 206: 331-CrossRef Gibbons L, Belizán JM, Lauer JA, Betrán AP, Merialdi M, Althabe F: Inequities in the use of caesarean section deliveries in the world. Am J Obstet. 2012, 206: 331-CrossRef
4.
go back to reference Althabe F, Sosa C, Belizán JM, Gibbons L, Jacquerioz F, Bergel E: Cesarean section rates and maternal and neonatal mortality in low-, medium- and high-income countries: an ecological study. Birth. 2006, 33: 270-277.CrossRefPubMed Althabe F, Sosa C, Belizán JM, Gibbons L, Jacquerioz F, Bergel E: Cesarean section rates and maternal and neonatal mortality in low-, medium- and high-income countries: an ecological study. Birth. 2006, 33: 270-277.CrossRefPubMed
6.
go back to reference Belizán JM, Althabe F, Cafferata ML: Health consequences of the increasing caesarean section rates. Epidemiology. 2007, 18: 485-486.CrossRefPubMed Belizán JM, Althabe F, Cafferata ML: Health consequences of the increasing caesarean section rates. Epidemiology. 2007, 18: 485-486.CrossRefPubMed
7.
go back to reference Arrieta A: Health reform and cesarean sections in the private sector: The experience of Peru. Health Policy. 2010, 99: 124-130.CrossRefPubMed Arrieta A: Health reform and cesarean sections in the private sector: The experience of Peru. Health Policy. 2010, 99: 124-130.CrossRefPubMed
8.
go back to reference Stivanello E, Rucci P, Carretta E, Pieri G, Fantini MP: Risk adjustment for cesarean delivery rates: how many variables do we need? An observational study using administrative databases. BMC Health Serv Res. 2013, 13: 13-CrossRefPubMedPubMedCentral Stivanello E, Rucci P, Carretta E, Pieri G, Fantini MP: Risk adjustment for cesarean delivery rates: how many variables do we need? An observational study using administrative databases. BMC Health Serv Res. 2013, 13: 13-CrossRefPubMedPubMedCentral
9.
go back to reference Rucci P, Piazza A, Menchetti M, Berardi D, Fioritti A, Mimmi S, Fantini MP: Integration between primary care and mental health services in Italy: determinants of referral and stepped care. Int J Family Med. 2012, 2012: 507464-CrossRefPubMedPubMedCentral Rucci P, Piazza A, Menchetti M, Berardi D, Fioritti A, Mimmi S, Fantini MP: Integration between primary care and mental health services in Italy: determinants of referral and stepped care. Int J Family Med. 2012, 2012: 507464-CrossRefPubMedPubMedCentral
10.
go back to reference Rucci P, Marcora M, Gibertoni D, Zuccalà A, Fantini MP, Lenzi J, Santoro A, Prevention of Renal Insufficiency Progression (PIRP) Project: A clinical stratification tool for chronic kidney disease progression rate based on classification tree analysis. Nephrol Dial Transplant. 2013, 29: 603-610.CrossRefPubMed Rucci P, Marcora M, Gibertoni D, Zuccalà A, Fantini MP, Lenzi J, Santoro A, Prevention of Renal Insufficiency Progression (PIRP) Project: A clinical stratification tool for chronic kidney disease progression rate based on classification tree analysis. Nephrol Dial Transplant. 2013, 29: 603-610.CrossRefPubMed
11.
go back to reference Capon A, Di Lallo D, Perucci CA, Panepuccia L: Case mix adjusted odds ratios as an alternative way to compare hospital performances. Eur J Epidemiol. 2005, 20: 497-500.CrossRefPubMed Capon A, Di Lallo D, Perucci CA, Panepuccia L: Case mix adjusted odds ratios as an alternative way to compare hospital performances. Eur J Epidemiol. 2005, 20: 497-500.CrossRefPubMed
12.
go back to reference Lieberman E, Lang JM, Heffner LJ, Cohen A: Assessing the role of case mix in cesarean delivery rates. Obstet Gynecol. 1998, 92: 1-7.CrossRefPubMed Lieberman E, Lang JM, Heffner LJ, Cohen A: Assessing the role of case mix in cesarean delivery rates. Obstet Gynecol. 1998, 92: 1-7.CrossRefPubMed
13.
go back to reference Signorelli C, Ferdico M, Cattaruzza MS, Osborn JF: Indications for cesarean section: results of a local study. Ann Ostet Ginecol Med Perinat. 1991, 112: 15-19.PubMed Signorelli C, Ferdico M, Cattaruzza MS, Osborn JF: Indications for cesarean section: results of a local study. Ann Ostet Ginecol Med Perinat. 1991, 112: 15-19.PubMed
14.
go back to reference Bailit JL, Landon MB, Thom E, Rouse DJ, Spong CY, Varner MW, Moawad AH, Caritis SN, Harper M, Wapner RJ, Sorokin Y, Miodovnik M, O’Sullivan MJ, Sibai BM, Langer O, National Institute of Child Health and Human Development Maternal-Fetal Medicine Units Network: The MFMU Cesarean Registry: impact of time of day on cesarean complications. Am J Obstet Gynecol. 2006, 195: 1132-1137.CrossRefPubMed Bailit JL, Landon MB, Thom E, Rouse DJ, Spong CY, Varner MW, Moawad AH, Caritis SN, Harper M, Wapner RJ, Sorokin Y, Miodovnik M, O’Sullivan MJ, Sibai BM, Langer O, National Institute of Child Health and Human Development Maternal-Fetal Medicine Units Network: The MFMU Cesarean Registry: impact of time of day on cesarean complications. Am J Obstet Gynecol. 2006, 195: 1132-1137.CrossRefPubMed
15.
go back to reference Khawaja M, Kabakian-Khasholian T, Jurdi R: Determinants of caesarean section in Egypt: evidence from the demographic and health survey. Health Policy. 2004, 69: 273-281.CrossRefPubMed Khawaja M, Kabakian-Khasholian T, Jurdi R: Determinants of caesarean section in Egypt: evidence from the demographic and health survey. Health Policy. 2004, 69: 273-281.CrossRefPubMed
16.
go back to reference Fantini MP, Stivanello E, Frammartino B, Barone AP, Fusco D, Dallolio L, Cacciari P, Perucci CA: Risk adjustment for inter-hospital comparison of primary cesarean section rates: need, validity and parsimony. BMC Health Serv Res. 2006, 6: 100-CrossRefPubMedPubMedCentral Fantini MP, Stivanello E, Frammartino B, Barone AP, Fusco D, Dallolio L, Cacciari P, Perucci CA: Risk adjustment for inter-hospital comparison of primary cesarean section rates: need, validity and parsimony. BMC Health Serv Res. 2006, 6: 100-CrossRefPubMedPubMedCentral
17.
go back to reference Zhang J, Troendle J, Reddy UM, Laughon SK, Branch DW, Burkman R, Landy HJ, Hibbard JU, Haberman S, Ramirez MM, Bailit JL, Hoffman MK, Gregory KD, Gonzalez-Quintero VH, Kominiarek M, Learman LA, Hatjis CG, van Veldhuisen P, Consortium on Safe Labor: Contemporary cesarean delivery practice in the United States. Am J Obstet Gynecol. 2010, 203: 326-PubMedPubMedCentral Zhang J, Troendle J, Reddy UM, Laughon SK, Branch DW, Burkman R, Landy HJ, Hibbard JU, Haberman S, Ramirez MM, Bailit JL, Hoffman MK, Gregory KD, Gonzalez-Quintero VH, Kominiarek M, Learman LA, Hatjis CG, van Veldhuisen P, Consortium on Safe Labor: Contemporary cesarean delivery practice in the United States. Am J Obstet Gynecol. 2010, 203: 326-PubMedPubMedCentral
18.
go back to reference Giani U, Bruzzese D, Pugliese A, Saporito M, Triassi M: Risk factors analysis for elective caesarean section in Campania region (Italy). Epidemiol Prev. 2011, 35: 101-110.PubMed Giani U, Bruzzese D, Pugliese A, Saporito M, Triassi M: Risk factors analysis for elective caesarean section in Campania region (Italy). Epidemiol Prev. 2011, 35: 101-110.PubMed
19.
go back to reference Qin C, Zhou M, Callaghan WM, Posner SF, Zhang J, Berg CJ, Zhao G: Clinical indications and determinants of the rise of cesarean section in three hospitals in rural China. Matern Child Health J. 2012, 16: 1484-1490.CrossRefPubMed Qin C, Zhou M, Callaghan WM, Posner SF, Zhang J, Berg CJ, Zhao G: Clinical indications and determinants of the rise of cesarean section in three hospitals in rural China. Matern Child Health J. 2012, 16: 1484-1490.CrossRefPubMed
20.
go back to reference Torloni MR, Betran AP, Souza JP, Widmer M, Allen T, Gulmezoglu M, Merialdi M: Classifications for cesarean section: a systematic review. PLoS One. 2011, 6: e14566-CrossRefPubMedPubMedCentral Torloni MR, Betran AP, Souza JP, Widmer M, Allen T, Gulmezoglu M, Merialdi M: Classifications for cesarean section: a systematic review. PLoS One. 2011, 6: e14566-CrossRefPubMedPubMedCentral
21.
go back to reference Colais P, Fantini MP, Fusco D, Carretta E, Stivanello E, Lenzi J, Pieri G, Perucci CA: Risk adjustment models for interhospital comparison of CS rates using Robson's ten group classification system and other socio-demographic and clinical variables. BMC Pregnancy Childbirth. 2012, 12: 54-CrossRefPubMedPubMedCentral Colais P, Fantini MP, Fusco D, Carretta E, Stivanello E, Lenzi J, Pieri G, Perucci CA: Risk adjustment models for interhospital comparison of CS rates using Robson's ten group classification system and other socio-demographic and clinical variables. BMC Pregnancy Childbirth. 2012, 12: 54-CrossRefPubMedPubMedCentral
22.
go back to reference Weaver J: Caesarean section and maternal choices. Fetal Matern Med Rev. 2004, 15: 1-25.CrossRef Weaver J: Caesarean section and maternal choices. Fetal Matern Med Rev. 2004, 15: 1-25.CrossRef
23.
go back to reference Penn Z, Ghaem-Maghami S: Indications for caesarean section. Best Pract Res Clin Obstet Gynaecol. 2001, 15: 1-15.CrossRefPubMed Penn Z, Ghaem-Maghami S: Indications for caesarean section. Best Pract Res Clin Obstet Gynaecol. 2001, 15: 1-15.CrossRefPubMed
24.
go back to reference The National Sentinel Caesarean Section Audit: The National Sentinel Caesarean Section Audit Report. 2001, London The National Sentinel Caesarean Section Audit: The National Sentinel Caesarean Section Audit Report. 2001, London
25.
go back to reference Wagner M: Critique of British RCOG National Sentinel Caesarean Section Audit report of Oct 2001. MIDIRS Midwifery Digest. 2001, 12: 366-370. Wagner M: Critique of British RCOG National Sentinel Caesarean Section Audit report of Oct 2001. MIDIRS Midwifery Digest. 2001, 12: 366-370.
26.
go back to reference Sakala C, Corry MP: Evidence-based maternity care: What it is and what it can achieve. 2008, New York: Milbank Report: Evidence-Based Maternity Care Sakala C, Corry MP: Evidence-based maternity care: What it is and what it can achieve. 2008, New York: Milbank Report: Evidence-Based Maternity Care
27.
go back to reference Sakala C: Medically unnecessary cesarean section births: introduction to a symposium. Soc Sci Med. 1993, 37: 1177-1198.CrossRefPubMed Sakala C: Medically unnecessary cesarean section births: introduction to a symposium. Soc Sci Med. 1993, 37: 1177-1198.CrossRefPubMed
28.
go back to reference Torloni MR, Betrán AP, Montilla P, Scolaro E, Seuc A, Mazzoni A, Althabe F, Merzagora F, Donzelli GP, Merialdi M: Do Italian women prefer cesarean section? Results from a survey on mode of delivery preferences. BMC Pregnancy Childbirth. 2013, 13: 78-CrossRefPubMedPubMedCentral Torloni MR, Betrán AP, Montilla P, Scolaro E, Seuc A, Mazzoni A, Althabe F, Merzagora F, Donzelli GP, Merialdi M: Do Italian women prefer cesarean section? Results from a survey on mode of delivery preferences. BMC Pregnancy Childbirth. 2013, 13: 78-CrossRefPubMedPubMedCentral
29.
go back to reference Joyce R, Webb R, Peacock J: Predictors of obstetric intervention rates: Case-mix, staffing levels and organisational factors of hospital of birth. J Obstet Gynaecol. 2002, 22: 618-625.CrossRefPubMed Joyce R, Webb R, Peacock J: Predictors of obstetric intervention rates: Case-mix, staffing levels and organisational factors of hospital of birth. J Obstet Gynaecol. 2002, 22: 618-625.CrossRefPubMed
30.
go back to reference Powell AE, Davies HT, Thomson RG: Using routine comparative data to assess the quality of health care: understanding and avoiding common pitfalls. Qual Saf Health Care. 2003, 12: 122-128.CrossRefPubMedPubMedCentral Powell AE, Davies HT, Thomson RG: Using routine comparative data to assess the quality of health care: understanding and avoiding common pitfalls. Qual Saf Health Care. 2003, 12: 122-128.CrossRefPubMedPubMedCentral
31.
go back to reference Korst LM, Gornbein JA, Gregory KD: Rethinking the cesarean rate: how pregnancy complications may affect interhospital comparisons. Med Care. 2005, 43: 237-245.CrossRefPubMed Korst LM, Gornbein JA, Gregory KD: Rethinking the cesarean rate: how pregnancy complications may affect interhospital comparisons. Med Care. 2005, 43: 237-245.CrossRefPubMed
32.
go back to reference Di Martino M, Fusco D, Colais P, Pinnarelli L, Davoli M, Perucci CA: L’epidemia di posizioni anomale del feto: le codifiche opportunistiche nel parto cesareo. Epidemiol Prev. 2012, 36 (suppl 5): 132- Di Martino M, Fusco D, Colais P, Pinnarelli L, Davoli M, Perucci CA: L’epidemia di posizioni anomale del feto: le codifiche opportunistiche nel parto cesareo. Epidemiol Prev. 2012, 36 (suppl 5): 132-
Metadata
Title
Determinants of cesarean delivery: a classification tree analysis
Authors
Elisa Stivanello
Paola Rucci
Jacopo Lenzi
Maria Pia Fantini
Publication date
01-12-2014
Publisher
BioMed Central
Published in
BMC Pregnancy and Childbirth / Issue 1/2014
Electronic ISSN: 1471-2393
DOI
https://doi.org/10.1186/1471-2393-14-215

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