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Record W4416015726 · doi:10.2196/80060

Expectant Mothers’ Reflections on Childhood and Parenting: Cross-Sectional Study

2025· article· en· W4416015726 on OpenAlexvenueno aff
Bente Prytz Mjølstad, Gunnhild Åberge Vie, Linn Getz, Mari Bergan Hansen, Hanna Sandbakken Mørkved, Bjarne Austad

Bibliographic record

VenueJMIR Formative Research · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIntergenerational Family Dynamics and Caregiving
Canadian institutionsnot available
Fundersnot available
KeywordsAffect (linguistics)Reflection (computer programming)Value (mathematics)Qualitative researchPopulation

Abstract

fetched live from OpenAlex

BACKGROUND: The significance of parenting practices for children's development and health has gained increased attention, aligning with life course perspectives on health. Adverse childhood experiences are widespread and linked to impaired parenting in adulthood. Understanding how expectant parents reflect on their childhoods, and how such reflections can be fostered as part of antenatal care, is essential for supporting healthier caregiving and helping to break cycles of intergenerational adversity. OBJECTIVE: This study aimed to explore pregnant women's perspectives on parenting and sources of support in light of their childhood experiences, including responses to a key question about what they want to pass on to their child. METHODS: A cross-sectional online survey was conducted in 2022 among pregnant women recruited through social media platforms, including Facebook groups and Instagram accounts. The Pearson chi-square test was used to examine associations between the assessment of childhood and 4 parenting-related variables. Free-text responses were analyzed for content, categorized, and quantified. RESULTS: Among 1402 pregnant women across Norway, 10% (139/1393) reported difficult childhoods. Among them, 28.1% (39/139) felt that their upbringing would significantly influence their parenting, compared to 15.9% (171/1074) of those with good childhoods (P<.001). Most participants expressed a desire to pass on positive values. For some, the key question prompted disclosure of difficult childhoods and a strong wish to break with their past. Approximately 10% (139/1389) of the participants reported they lacked someone to turn to for parenting advice. This was more common among those with difficult childhoods (37/139, 26.6%) than those with average (28/176, 15.9%) or good childhoods (74/1067, 6.9%; P<.001). CONCLUSIONS: Expectant women's upbringing shapes their parenting expectations and support needs. Many, especially those with difficult pasts, expect these experiences to affect parenting. These findings highlight the role of intergenerational transmission and the value of inviting such reflection as part of antenatal care to identify support needs.

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 imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.075
GPT teacher head0.482
Teacher spread0.408 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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