Association of the previous history of maternal depression with post-partum depression, anxiety, and stress in the neonatal intensive care unit
Bibliographic record
Abstract
Background A history of depression in post-partum women who have infants admitted to the neonatal intensive care unit (NICU), is associated with higher risk for anxiety and stress. These conditions, which can be harmful to neonates, may be missed if maternal mental health screening is confined to depression.Objective To determine if the history of a previously diagnosed depression would be associated with an increased risk of both postpartum depression and other stress-related disorders (i.e. anxiety and stress) among mothers with infants in the NICU.Design Prospective survey questionnaire-based study conducted over a period of 9 months.Setting Urban inpatient hospital-based setting, serving mainly low-income population.Participants A total of 118 mothers of newborns who had been in the NICU for 7–29 days were approached for enrollment. Out of 118, 96 mothers consented to be screened and were asked to fill out the 21-item Depression Anxiety and Stress Scale-21 (DASS-21) questionnaire.Outcome Primary outcome was to determine whether the history of a previously diagnosed depression is associated with an increased risk of both postpartum depression and other stress-related disorders (i.e. anxiety and stress).Results Out of the 96 subjects, 36 (37.5%) had a previous history of depression before delivery (Group A) while 60/96 (62.5%) did not (Group B) and 46/96 (48%) of the mothers were positive for either depression, anxiety, or stress. This included 22/96 (22.9%) mothers who screened positive for depression; 37/96 (38.5%) who screened positive for anxiety; and 32/96 (33.3%) who screened positive for stress. After adjusting for maternal drug abuse, birth weight and maternal gravidity, the association between a previous history of depression and current depression scores were statistically significant (p = .04), as were the associations between previous depression and current anxiety and stress scores (p = .02 and p = .003, respectively).Conclusions and relevance A history of depression, documented in the antepartum medical record, identifies post-partum women who are at higher risk for anxiety and stress. Screening for depression alone may lead to missing these mental health issues.
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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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".