Struggles of Fatherhood: A Prospective Study on the Incidence of Paternal Postpartum Depression and Associated Factors
Bibliographic record
Abstract
AIM: To investigate the incidence and the factors associated with paternal postpartum depression amongst new fathers in Singapore. DESIGN: A prospective repeated measures study was conducted from September 2023 to March 2024. METHODS: A total of 200 fathers aged 21 years and above who had a neonate born at full term and no serious health events for both mother and neonate were recruited from a local hospital via convenience sampling. Fathers completed questionnaires at the third trimester of pregnancy (baseline) and 1 month postpartum. Multiple regression analyses were used to identify significant factors associated with postpartum depression in fathers. RESULTS: The incidence of paternal postpartum depression was 5.26% at 1 month post-childbirth, using the Edinburgh Postpartum Depression Scale (EPDS). Using the Gotland Male Depression Scale (GMDS), 7% of the fathers were identified with high risk of depression and 14.3% of the fathers had moderate depressive symptoms. Paternal postpartum depression at 1 month post-childbirth could be predicted by paternal postpartum depression scores at baseline measured by EPDS and GMDS, as well as by baseline perceived social support and parental self-efficacy at 1 month post-childbirth. CONCLUSION: This study found that a considerable number of fathers in Singapore are at risk of postpartum depression. There is an urgent need for the development of more comprehensive tools to measure postpartum depression in fathers that are culturally adapted to the local context. IMPLICATIONS: Early screening during antenatal visits enables timely intervention and access to support, benefiting the entire family. Nurses could help fathers to be more involved by extending patient education and teaching infant care skills to both parents. When counselling patients, the involvement of extended family members and navigating new roles as caregivers of a new baby and breadwinners are important considerations for new parents. IMPACT: This study is the first of its kind to measure the incidence of postpartum depression amongst new fathers in an urban multicultural Asian setting, like Singapore. The study found that the incidence of postpartum depression in fathers were 5.26% when measured using EPDS and 14.3% when measured using GMDS at 1 month postpartum. These findings could inform future family-centred and father-specific interventions to improve the mental health outcomes of new parents. REPORTING METHOD: This study adhered to the Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) reporting guideline. PATIENT OR PUBLIC CONTRIBUTION: No patient or public contribution.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".