Skip to main content
Top
Published in: Maternal and Child Health Journal 3/2005

01-09-2005

Predicting Time to Subsequent Pregnancy

Authors: Rachel Gold, PhD, MPH, Frederick A. Connell, MD, MPH, Patrick Heagerty, PhD, MS, Peter Cummings, MD, MPH, Stephen Bezruchka, MD, MPH, MA, Robert Davis, MD, MPH, Mary Lawrence Cawthon, MD, MPH

Published in: Maternal and Child Health Journal | Issue 3/2005

Login to get access

Abstract

Objectives: Women in poverty may benefit from avoiding closely spaced pregnancies. This study sought to identify predictive factors that could identify women at risk for closely spaced pregnancies. Methods: We studied 20,028 women receiving welfare (cash assistance) from Washington State. Using Cox proportional hazards methods, we estimated the effects of individual- and community-level variables on time from an index birth until a subsequent pregnancy (between June 1992 and December 1999). Prediction models developed in a random half of our data were validated in the other half. Receiver operator characteristic plots appropriate for proportional hazards models were calculated to compare the sensitivity and specificity of each model. Results: At 5 years of follow-up, the most predictive model contained just individual-level variables (age, education, race, marital status, number of prior pregnancies); the area under the receiver operator characteristic curve was 0.66 (.62–.69). The addition of community-level variables (percent in poverty, with a high school degree or higher, Black, Hispanic, in an urban area; female unemployment rate; income inequality) added little predictive ability. Differences were found between women with different individual- and community-level characteristics, but the results suggest that these factors are not strong predictors of pregnancy spacing. Conclusions: Individual- and community-level characteristics are associated with interpregnancy intervals; however, we found little evidence that the selected variables predicted pregnancy interval in a useful manner.
Literature
1.
go back to reference Nelson MD. Socioeconomic status and childhood mortality in North, Carolina. Am J Public Health 1992;82(8):1131–3.PubMed Nelson MD. Socioeconomic status and childhood mortality in North, Carolina. Am J Public Health 1992;82(8):1131–3.PubMed
2.
go back to reference CDC. Poverty and infant mortality–United, States, 1988. Morbidity Mortality Weekly Rep 1995;44:922–7. CDC. Poverty and infant mortality–United, States, 1988. Morbidity Mortality Weekly Rep 1995;44:922–7.
3.
go back to reference Mansfield CJ, Wilson JL, Kobrinski EJ, Mitchell J. Premature mortality in the United States: The roles of geographic area, socioeconomic status, household type, and availability of medical care. Am J Public Health 1999;89(6):893–8.PubMed Mansfield CJ, Wilson JL, Kobrinski EJ, Mitchell J. Premature mortality in the United States: The roles of geographic area, socioeconomic status, household type, and availability of medical care. Am J Public Health 1999;89(6):893–8.PubMed
4.
go back to reference Aber JL, Bennett NG, Conley DC, Li J. The effects of poverty on child health and development. Annu Rev Public Health 1997;18: 463–83.CrossRefPubMed Aber JL, Bennett NG, Conley DC, Li J. The effects of poverty on child health and development. Annu Rev Public Health 1997;18: 463–83.CrossRefPubMed
5.
go back to reference Harris KM. Life after welfare: Women, work, and repeat dependency. Am Sociol Rev 1996;61:407–26.CrossRef Harris KM. Life after welfare: Women, work, and repeat dependency. Am Sociol Rev 1996;61:407–26.CrossRef
6.
go back to reference Stewart J, Dooley MD. The duration of spells on welfare and off welfare among lone mothers in Ontario. Can Public Pol 1999;25:S47–S72.CrossRef Stewart J, Dooley MD. The duration of spells on welfare and off welfare among lone mothers in Ontario. Can Public Pol 1999;25:S47–S72.CrossRef
7.
go back to reference Zhu BP, Rolfs RT, Nangle BE, Horan JM. Effect of the interval between pregnancies on perinatal outcomes. New Engl J Med 1999;340(8):589–94.CrossRefPubMed Zhu BP, Rolfs RT, Nangle BE, Horan JM. Effect of the interval between pregnancies on perinatal outcomes. New Engl J Med 1999;340(8):589–94.CrossRefPubMed
8.
go back to reference Wineberg H. The timing of the second birth. Sociol Soc Res 1988;72:96–101. Wineberg H. The timing of the second birth. Sociol Soc Res 1988;72:96–101.
9.
go back to reference CDC. Risk factors for short interpregnancy interval—Utah, June 1996–June 1997. Morbidity Mortality Weekly Rep 1998;47:930–4. CDC. Risk factors for short interpregnancy interval—Utah, June 1996–June 1997. Morbidity Mortality Weekly Rep 1998;47:930–4.
10.
go back to reference Klerman LV, Cliver SP, Goldenberg RL. The impact of short interpregnancy intervals on pregnancy outcomes in a low-income population. Am J Public Health 1998;88:1182–5.PubMed Klerman LV, Cliver SP, Goldenberg RL. The impact of short interpregnancy intervals on pregnancy outcomes in a low-income population. Am J Public Health 1998;88:1182–5.PubMed
11.
go back to reference Kalmuss DS, Namerow PB. Subsequent childbearing among teenage mothers: The determinants of a closely spaced second birth. Family Plann Perspect 1994;26:149–53, 159.CrossRef Kalmuss DS, Namerow PB. Subsequent childbearing among teenage mothers: The determinants of a closely spaced second birth. Family Plann Perspect 1994;26:149–53, 159.CrossRef
12.
go back to reference Manlove J, Mariner C, Papillo AR. Subsequent fertility among teen mothers: Longitudinal analyses of recent national data. J Marriage Family 2000;62:430–48.CrossRef Manlove J, Mariner C, Papillo AR. Subsequent fertility among teen mothers: Longitudinal analyses of recent national data. J Marriage Family 2000;62:430–48.CrossRef
13.
go back to reference Mott FL. The pace of repeated childbearing among young American mothers. Family Plann Perspect 1986;18:5–12.CrossRef Mott FL. The pace of repeated childbearing among young American mothers. Family Plann Perspect 1986;18:5–12.CrossRef
14.
go back to reference Mosher WD, Deang LP, Bramlett MD. Community environment and women's health outcomes: Contextual data. National Center for Health Statistics. Vital Health Stat 2003;23(23). Mosher WD, Deang LP, Bramlett MD. Community environment and women's health outcomes: Contextual data. National Center for Health Statistics. Vital Health Stat 2003;23(23).
15.
go back to reference Gold R, Kawachi I, Kennedy B, Lynch J, Connell F. Ecological analysis of teen birth rates: Association with community income and income inequality. Matern Child Health J 2001;5:161–7.CrossRefPubMed Gold R, Kawachi I, Kennedy B, Lynch J, Connell F. Ecological analysis of teen birth rates: Association with community income and income inequality. Matern Child Health J 2001;5:161–7.CrossRefPubMed
16.
go back to reference Gold R, Kennedy B, Connell F, Kawachi I. Teen births, income inequality, and social capital: Developing an understanding of the causal pathway. Health Place 2002;8:77–83.CrossRefPubMed Gold R, Kennedy B, Connell F, Kawachi I. Teen births, income inequality, and social capital: Developing an understanding of the causal pathway. Health Place 2002;8:77–83.CrossRefPubMed
17.
go back to reference Kirby D, Coyle K, Gould JB. Manifestations of poverty and birthrates among young teenagers in California ZIP code areas. Family Plann Perspect 2001;33:63–9.CrossRef Kirby D, Coyle K, Gould JB. Manifestations of poverty and birthrates among young teenagers in California ZIP code areas. Family Plann Perspect 2001;33:63–9.CrossRef
18.
go back to reference Averett SL, Rees DI, Argys LM. The impact of government policies and neighborhood characteristics on teenage sexual activity and contraceptive use. Am J Public Health 2002;92:773–8.PubMedCrossRef Averett SL, Rees DI, Argys LM. The impact of government policies and neighborhood characteristics on teenage sexual activity and contraceptive use. Am J Public Health 2002;92:773–8.PubMedCrossRef
19.
go back to reference Crane J. The epidemic theory of ghettos and neighborhood effects on dropping out and teenage childbearing. Am J Sociol 1991;96:1226–59.CrossRef Crane J. The epidemic theory of ghettos and neighborhood effects on dropping out and teenage childbearing. Am J Sociol 1991;96:1226–59.CrossRef
20.
go back to reference Brewster KL, Billy JOG, Grady WR. Social context and adolescent behavior: The impact of community on the transition to sexual activity. Soc Forces 1993;71:713–40.CrossRef Brewster KL, Billy JOG, Grady WR. Social context and adolescent behavior: The impact of community on the transition to sexual activity. Soc Forces 1993;71:713–40.CrossRef
21.
go back to reference Brewster KL. Neighborhood context and the transition to sexual activity among young black women. Demography 1994;31:603–13.PubMedCrossRef Brewster KL. Neighborhood context and the transition to sexual activity among young black women. Demography 1994;31:603–13.PubMedCrossRef
22.
go back to reference Billy JOG, Moore DE. A multilevel analysis of marital and nonmarital fertility in the US. Soc Forces 1992;70:977–1011.CrossRef Billy JOG, Moore DE. A multilevel analysis of marital and nonmarital fertility in the US. Soc Forces 1992;70:977–1011.CrossRef
23.
go back to reference Cawthon ML, Kenny F, Schrager L. The, First Steps, Expansion Group: A Study of Women, Newly Eligible for Medicaid, Through Expanded, Eligibility. First Steps Database, Office of Research and Data Analysis, Planning, Research and Development. 1992. Washington State Department of Social and Health, Services. Olympia, WA. Cawthon ML, Kenny F, Schrager L. The, First Steps, Expansion Group: A Study of Women, Newly Eligible for Medicaid, Through Expanded, Eligibility. First Steps Database, Office of Research and Data Analysis, Planning, Research and Development. 1992. Washington State Department of Social and Health, Services. Olympia, WA.
24.
go back to reference Gold R, Connell F, Heagerty P, Bezruchka S, Davis R, Cawthon ML. Income inequality and pregnancy spacing. Soc Sci Med 2004;59:1117–26.CrossRefPubMed Gold R, Connell F, Heagerty P, Bezruchka S, Davis R, Cawthon ML. Income inequality and pregnancy spacing. Soc Sci Med 2004;59:1117–26.CrossRefPubMed
25.
go back to reference Kotelchuck, M, Costello CA, Wise PH. Race differences in utilization of prenatal care services in the U.S. Handout: SAS, Computational Program. Presented at the 115th Annual, Meeting of the American, Public Health, Association; October 18–21, 1987; New Orleans, LA (Modified 11/91). Kotelchuck, M, Costello CA, Wise PH. Race differences in utilization of prenatal care services in the U.S. Handout: SAS, Computational Program. Presented at the 115th Annual, Meeting of the American, Public Health, Association; October 18–21, 1987; New Orleans, LA (Modified 11/91).
26.
go back to reference SAS Institute, Inc. Copyright © 1999–2001. SAS, Institute Inc., Cary, NC, USA. SAS Institute, Inc. Copyright © 1999–2001. SAS, Institute Inc., Cary, NC, USA.
27.
go back to reference Hosmer DW, Lemeshow S. Applied, Survival Analysis: Regression, Modeling of Time to Event Data. New York: Wiley, 1999. Hosmer DW, Lemeshow S. Applied, Survival Analysis: Regression, Modeling of Time to Event Data. New York: Wiley, 1999.
28.
go back to reference Kawachi I, Kennedy BP. The relationship of income inequality to mortality: Does the choice of indicator matter? Soc Sci Med 1997;45:1121–7.CrossRefPubMed Kawachi I, Kennedy BP. The relationship of income inequality to mortality: Does the choice of indicator matter? Soc Sci Med 1997;45:1121–7.CrossRefPubMed
29.
30.
go back to reference Atkinson AC. A note on the generalized information criterion for choice of a model. Biometrika 1980;67:413–8.CrossRef Atkinson AC. A note on the generalized information criterion for choice of a model. Biometrika 1980;67:413–8.CrossRef
31.
go back to reference Lin DY, Wei LJ. The robust inference for the proportional hazards model. J Am Stat Assoc 1989;84:1074–8.CrossRef Lin DY, Wei LJ. The robust inference for the proportional hazards model. J Am Stat Assoc 1989;84:1074–8.CrossRef
32.
go back to reference Diez-Roux AV. The examination of neighborhood effects on health: Conceptual and methodological issues related to the presence of multiple levels of organization. In: Kawachi, I, Berkman LF, editors, Neighborhoods and Health. 2003. Oxford: Oxford University Press. Diez-Roux AV. The examination of neighborhood effects on health: Conceptual and methodological issues related to the presence of multiple levels of organization. In: Kawachi, I, Berkman LF, editors, Neighborhoods and Health. 2003. Oxford: Oxford University Press.
33.
go back to reference Heagerty PJ, Lumley T, Pepe MS. Time-dependent ROC curves for censored survival data and a diagnostic marker. Biometrics 2000;56:337–44.CrossRefPubMed Heagerty PJ, Lumley T, Pepe MS. Time-dependent ROC curves for censored survival data and a diagnostic marker. Biometrics 2000;56:337–44.CrossRefPubMed
34.
go back to reference Bennett T, DeClerque Skatrud J, Guild P, Loda F, Klerman LV. Rural adolescent pregnancy: A view from the South. Family Plann Perspect 1997;29:256–60.CrossRef Bennett T, DeClerque Skatrud J, Guild P, Loda F, Klerman LV. Rural adolescent pregnancy: A view from the South. Family Plann Perspect 1997;29:256–60.CrossRef
35.
go back to reference Wilson M, Daly M. Life expectancy, economic inequality, homicide, and reproductive timing in Chicago neighborhoods. Br Med J 1997;314:1271–4. Wilson M, Daly M. Life expectancy, economic inequality, homicide, and reproductive timing in Chicago neighborhoods. Br Med J 1997;314:1271–4.
36.
go back to reference UNICEF. Teenage births in rich nations. Innocenti Report Card, July 2001, Issue 3. UNICEF. Teenage births in rich nations. Innocenti Report Card, July 2001, Issue 3.
37.
go back to reference Pepe MS, Janes H, Longton G, Leisenring W, Newcomb P. Limitations of the odds ratio in gauging the performance of a diagnostic, prognostic, or screening marker. Am J Epidemiol 2004;159:882–90.CrossRefPubMed Pepe MS, Janes H, Longton G, Leisenring W, Newcomb P. Limitations of the odds ratio in gauging the performance of a diagnostic, prognostic, or screening marker. Am J Epidemiol 2004;159:882–90.CrossRefPubMed
Metadata
Title
Predicting Time to Subsequent Pregnancy
Authors
Rachel Gold, PhD, MPH
Frederick A. Connell, MD, MPH
Patrick Heagerty, PhD, MS
Peter Cummings, MD, MPH
Stephen Bezruchka, MD, MPH, MA
Robert Davis, MD, MPH
Mary Lawrence Cawthon, MD, MPH
Publication date
01-09-2005
Publisher
Springer US
Published in
Maternal and Child Health Journal / Issue 3/2005
Print ISSN: 1092-7875
Electronic ISSN: 1573-6628
DOI
https://doi.org/10.1007/s10995-005-0005-7

Other articles of this Issue 3/2005

Maternal and Child Health Journal 3/2005 Go to the issue