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Selective Postoperative Hemoglobin Testing After Cesarean Delivery: A Predictive Model for Severe Postpartum Anemia.
Abbey P Donahue1, Jeff Laux2, Aileen J Beckham3
1Obstetrics and Gynecology, Atrium Health Wake Forest Baptist, Winston-Salem, USA.
Cureus
|May 1, 2026
Summary
A new model predicts severe postpartum anemia after cesarean delivery using preoperative hemoglobin and uterotonic agents. This risk-based approach can reduce unnecessary lab tests while ensuring patient safety.
Area of Science:
- Obstetrics and Gynecology
- Anesthesiology
- Health Services Research
Background:
- Cesarean delivery is a common surgery with higher postpartum blood loss than vaginal delivery.
- Routine postoperative hemoglobin testing after cesarean delivery is common but may be excessive.
- Identifying high-risk patients can optimize laboratory testing and resource allocation.
Purpose of the Study:
- To develop and validate a predictive model for severe postpartum anemia following cesarean delivery.
- To identify key clinical factors for predicting severe postpartum anemia.
- To evaluate the potential of a risk-based approach for postoperative hemoglobin testing.
Main Methods:
- Retrospective cohort study of 2,061 patients undergoing cesarean delivery.
- Extraction of demographic, obstetric, and clinical variables from electronic health records.
- Elastic net logistic regression with cross-validation to identify predictors of severe postpartum anemia (hemoglobin <7 g/dL).
Main Results:
- Severe postpartum anemia occurred in 3.8% of patients; 5.6% received blood transfusion.
- The final predictive model included preoperative hemoglobin level and number of uterotonic agents administered.
- The model showed strong discrimination (AUC: 0.89) and could reduce testing by 65% while maintaining 90% sensitivity.
Conclusions:
- Preoperative hemoglobin and uterotonic use effectively identify patients at high risk for severe postpartum anemia.
- A risk-based strategy for postoperative hemoglobin testing can improve resource utilization.
- Selective testing may align with guidelines, reduce unnecessary labs, and maintain patient safety.

