Implementation of a clinical decision support tool for postpartum depression: protocol for a prospective randomised clinical trial
Clinical Snapshot
PICO Framework
| P — Population | Pregnant individuals and postpartum patients receiving care at Weill Cornell Medicine clinics |
| I — Intervention | Clinical decision support (CDS) tool for postpartum depression risk prediction and management |
| C — Comparator | Usual care without CDS tool |
| O — Outcomes | Primary: acceptability, appropriateness, and feasibility of CDS tool. Secondary: mental health service utilisation, EQ-5D quality of life scores, Edinburgh Postnatal Depression Scale scores, and perceived social support |
Bottom Line
This protocol describes a cluster-randomised trial testing a clinical decision support tool for postpartum depression at Weill Cornell Medicine. While addressing the important problem of underdiagnosed perinatal mental health disorders, the protocol lacks sufficient methodological detail for comprehensive appraisal. The study design appropriately uses cluster randomisation to prevent contamination, but blinding is not feasible. Primary outcomes focus on implementation metrics (acceptability, appropriateness, feasibility) rather than clinical effectiveness, which is appropriate for a pilot study. The intervention leverages electronic health records for risk prediction, potentially offering scalable solutions for early identification and intervention. However, generalisability may be limited to well-resourced health systems with advanced EHR capabilities. The study addresses a significant gap in perinatal mental health care, where up to 20% of women experience mood disorders that often go undiagnosed. Success could inform broader implementation of technology-assisted screening and intervention strategies.
Key Findings
P Value: Not applicable - protocol paper
Effect Size: Not applicable - protocol paper
Primary Outcome: Acceptability, appropriateness, and feasibility of CDS tool (protocol stage - no results)
Nnt Or Sensitivity: Not specified in protocol
Confidence Interval: Not applicable - protocol paper
Clinical Application
Requires sophisticated EHR integration and clinician training; may be challenging in resource-limited settings Relevant to Australian maternity services using digital health records; aligns with National Perinatal Mental Health Guidelines and potential integration with My Health Record system Pregnant and postpartum women in tertiary care settings with electronic health record systems
Abstract
INTRODUCTION: Perinatal mood and anxiety disorders affect more than one in five pregnant individuals. Despite the large percentage of individuals impacted by mood disorders, they continue to remain underdiagnosed and undertreated. Recent interventions such as risk prediction modelling offer opportunities to predict patients at risk prior to symptom onset. Leveraging technology platforms such as electronic health records allow for timely diagnosis and intervention. To date, there are no established clinical decision support (CDS) tools. We hypothesise that subjects who use a CDS aid will find them acceptable, appropriate and feasible. METHODS AND ANALYSIS: We will conduct a pilot randomised clinical trial at three Weill Cornell Medicine clinics with randomisation at the clinician level. Patients in the control arm will receive usual care, while those in the intervention arm will receive CDS. The primary implementation outcomes are the acceptability, appropriateness and feasibility. The effectiveness outcomes are mental health service utilisation, EuroQol 5 Dimensions questionnaire (EQ-5D), Edinburgh Postnatal Depression Scale and social support measured by the perceived support scale. We hypothesise that stakeholders will find the CDS acceptable, and the intervention arm will have lower mental health service needs compared with control. ETHICS AND DISSEMINATION: This study has been approved by the Weill Cornell Medicine Internal Review Board. IRB Protocol# 23-07026254. TRIAL REGISTRATION NUMBER: NCT06818734.
References
- 1.Joly, R., Gossey, T. J., Daoud, A. K., & Zhang, Y. (2026). Implementation of a clinical decision support tool for postpartum depression: protocol for a prospective randomised clinical trial. BMJ Open. https://doi.org/10.1136/bmjopen-2025-114571
Related Research
Acta obstetricia et gynecologica Scandinavica
ChatGPT in urogynecology: Comparing large language model responses to human experts
3 Aug 2026
Ultrasound in medicine & biology
A Systematic Review: The Application of Attention Mechanisms in Medical Ultrasound Image Processing
2 Aug 2026
Preventing chronic disease
Reducing Rates of Cesarean Delivery in Rural US Communities: A Systematic Review of Interventions and Approaches to Care
31 July 2026
This content is for educational purposes for healthcare professionals only and does not constitute clinical advice. Clinical decisions should be based on individual patient assessment, current guidelines, and appropriate specialist consultation. Editorial Standards · Privacy Policy · Terms of Service