Clustering of characteristics associated with level of pregnancy intention: a latent class analysis of an urban cross-sectional sample in the Netherlands
Sprenger, M.; Crone, M.; Molenaar, J. M.; Slagboom, M. N.; Kiefte-de Jong, J. C.
Show abstract
BackgroundDespite evidence that pregnancy intentions are complex, unintended pregnancy remains studied using binary measures and few studies have examined combinations of factors contributing to pregnancy intention. This study aimed to identify groups of pregnant people with similar combinations of characteristics and exposures, and study the association between these groups and level of pregnancy intention. MethodsThis study, part of a population-based cohort study of pregnant people and partners (RISE UP study), uses cross-sectional surveys linked to routine data. Latent class analysis identified groups of pregnant people in The Hague distinguished by shared socioeconomic and reproductive characteristics and positive and negative exposures. Linear regression assessed the association between class membership and level of pregnancy intention, adjusted for recruitment location, gestational age at survey, and survey year. ResultsIn the final sample of 560 pregnant people, four classes were identified. Two reflected general stability, differing by gravidity: high stability, multigravida and high stability, primigravida. Two reflected greater socioeconomic adversity and fewer positive exposures, differing by presence of negative exposures: partial stability and cumulative adversity. Compared to the high stability, multigravida class, pregnancy intention was significantly lower in the partial stability class (adjusted beta = -0.71 95%CI (-1.31 - -0.11)) and the cumulative adversity class (adjusted beta = -1.81 95%CI (-2.31 - -1.30)). DiscussionCumulative adversity and partial stability were associated with lower pregnancy intention, supporting suggestions that pregnancy intention may indicate underlying systemic inequalities. Policy and care providers, including midwives, should address these inequalities and tailor support to individual needs.
Matching journals
The top 4 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- Informal coercion during childbirth: risk factors and prevalence estimates from a nationwide survey among women in Switzerland 96%
- Women’s knowledge, attitudes and views of preconception health and intervention delivery methods: A cross-sectional survey 95%
- Social inequalities in pregnancy metabolic profile: findings from the multi-ethnic Born in Bradford cohort study 94%
Similar papers in this journal
- Weighting of risk factors for low birth weight: A linked routine data cohort study in Wales, UK 95%
- Improving experience of medical abortion at home in a changing therapeutic, technological and regulatory landscape: a realist review 94%
- Exploring Multilevel Determinants of Stillbirth: A Comprehensive Analysis Across Sub-Saharan African Countries 94%
Similar papers in this journal
- Contraceptive use and pregnancy planning in Britain during the first year of the COVID-19 pandemic: findings from a large, quasi-representative survey (Natsal-COVID) 96%
- The Desire to Avoid Pregnancy Scale: clinical considerations and comparison with other questions about pregnancy preferences 95%
- Attitudes towards the regulation and provision of abortion among healthcare professionals in Britain; cross sectional survey data from the SACHA study 93%
Similar papers in this journal
- The health beliefs, attitudes, and intentions of males toward pregnancy planning and preconception health and care: a systematic review. 94%
- Associations of socioeconomic position and adverse childhood experiences with health-related behaviour changes and changes to employment during the first COVID-19 lockdown in the UK 92%
- Interrupting the intergenerational cycle of violence: protocol for a three-generational longitudinal mixed-methods study in South Africa (INTERRUPT_VIOLENCE) 92%
Similar papers in this journal
- ‘I was an accident’. Long-term effects of unintended pregnancy on children: Findings from the Dutch prospective birth-cohort Amsterdam Born Children and their Development study 95%
- Criteria for Detection of Married or Cohabiting Couples in the UK Biobank 91%
- A review of the effectiveness and experiences of welfare advice services co-located in health settings: a critical narrative systematic review 90%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.