Examining the association between child development and parental mental health after preterm birth-related stress: a systematic review of the literature and meta-analysis protocol
Bibliographic record
Abstract
INTRODUCTION: Preterm infants born before 32 weeks of gestation are generally admitted to a neonatal intensive care unit (NICU) to receive life-saving treatment, resulting in early exposure to stressful events. Yet, NICU admission is not only stressful for the infant but can also have a long-lasting negative impact on parental mental health, who may worry about their child. Parental mental health problems might affect child development through parental behaviour and the parent-infant relationship. Simultaneously, adverse child development after preterm birth can (further) elevate parental stress and mental health problems, straining parental behaviour, the parent-infant relationship and child development. This systematic review and meta-analysis aims to examine the association between preterm-born children's development (<32 weeks' gestation) and parental mental health after preterm birth-related stress following NICU admission at any point in time. METHODS AND ANALYSIS: A systematic review will be performed and reported following the Preferred Reporting Items for Systematic Reviews and Meta-Analyses guidelines. A concept-based search on preterm birth, child development and parental mental health is performed using MEDLINE, Embase, PsycINFO and Cochrane Library on 22 March 2024. Eligible are studies with original results on the association between child development after preterm birth (<32 weeks' gestation) and parental mental health. Independent reviewers will screen the articles, assess study quality using a Newcastle-Ottawa or Cochrane tool and determine the quality of evidence using Grading of Recommendations, Assessment, Development and Evaluation. Meta-analyses are planned on the association between child development and parental mental health after preterm birth. ETHICS AND DISSEMINATION: No ethical approval is required. The results will enhance knowledge of the association between child development and parental mental health after preterm birth-related stress following NICU admission. This might lead to adjustments in follow-up care, optimising outcomes for infants and parents. Findings will be published in an international, peer-reviewed ad open-access journal. PROSPERO REGISTRATION NUMBER: CRD42024518307.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.050 | 0.074 |
| Meta-epidemiology (narrow) | 0.007 | 0.005 |
| Meta-epidemiology (broad) | 0.035 | 0.034 |
| Bibliometrics | 0.015 | 0.013 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.006 | 0.006 |
| Research integrity | 0.008 | 0.005 |
| Insufficient payload (model declined to judge) | 0.046 | 0.005 |
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 source (direct Gemma or distilled Codex), 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".