Understanding stillbirth causes in Brazil using the CODAC classification system
Abstract
To evaluate the contribution of the Causes of Death and Associated Condition (CODAC) classification system in reducing the proportion of nonspecific and unspecified causes of stillbirths compared to the ICD-10 system and to assess maternal and pregnancy-related factors associated with stillbirth in Brazil. A retrospective cross-sectional study was conducted in ten tertiary obstetric care facilities in Brazil, including cases of stillbirths 2009 to 2018. Data were obtained from medical records, death certificates, and postmortem investigations. The CODAC system was applied to identify specific causes of death, and maternal and pregnancy characteristics were evaluated to find associations with stillbirth. Agreement between the two systems was assessed using the kappa coefficient, and McNemar’s test was used to evaluate differences in the prevalence of unspecified causes. Of the 3390 initially assessed cases, 2545 were included in the final analysis. The CODAC system reduced the proportion of unspecified stillbirths from 40.79% (ICD-10) to 22.00%. Regional disparities were evident. Cases with unspecified causes (ICD-10 P20/P95) were more prevalent in the northeast (56.4%), whereas other specific ICD-10 causes were predominant in the southeast (47.9%). Maternal conditions such as preeclampsia (24.0% vs. 18.6%, p = 0.004) and placental abruption (20.6% vs. 10.0%, p < 0.001) were significantly associated with cases in which a specific cause of stillbirth was assigned. The agreement between the classification systems was low (kappa = 0.376), and McNemar’s test showed a significant difference (p < 0.001). The CODAC improves the understanding of causes of death over the ICD-10 classification system currently used in Brazil. The CODAC was able to decrease the proportion of unexplained cases, which could potentially contribute to better informing maternal and perinatal health policies.
Fields of Study & Subjects
Global Maternal and Child Health
Maternal and Neonatal Healthcare
Maternal and fetal healthcare
Publication details
- Journal / source
- Figshare
- Publication date
- 1 January 2026