Related Experiment Video
Updated: May 12, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
Screening for Depression in the Postpartum using the Beck Depression Inventory-II: What Logistic Regression Reveals
Objective:
To identify items on the BDI-II that best discriminate between clinically depressed and nondepressed postpartum women.
Background:
Postpartum depression is a serious and widespread health burden, and the Beck Depression Inventory (BDI-II) is commonly used to detect depression in the postpartum. Yet certain depressive symptoms are "normative" sequelae of childbirth, calling into question the discriminative utility of the BDI-II.
Methods:
We examined the prospective contribution of BDI-II items to identify items that have the strongest relation with clinical postpartum depression. Women with BDI-II scores >12 were invited to participate in a structured clinical interview. A logistic regression was conducted to determine which BDI-II items discriminated between women who were later diagnosed as Depressed (n = 75) and Nondepressed (n = 78).
Results:
Of the 11 BDI-II items that differed between the two groups, eight represented cognitive/affective symptoms. Results from the logistic regression indicated that four BDI-II symptoms were significant predictors of Depression status: sadness, pessimism, loss of interest, and changes in appetite.
Conclusion:
The BDI-II should be used in the postpartum with caution. Professionals who screen for postpartum depression should pay particular attention to cognitive/affective symptoms, as they appear more robust to normative physical and emotional changes that occur in the postpartum.
Related Concept Videos
Regression Toward the Mean
Depression: Overview
Depressive Disorders: Etiology
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
