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Record W4416825974 · doi:10.1177/15579883251396539

Qualitative Study of Men’s Experiences of Becoming a Father for the First-Time in Pakistan: A Critical Realist Perspective

2025· article· en· W4416825974 on OpenAlexaff
Sadaf Zindani, Julie Chartrand, Jean Hannan, J. Craig Phillips

Bibliographic record

VenueAmerican Journal of Men s Health · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicFamily Dynamics and Relationships
Canadian institutionsUniversity of Ottawa
Fundersnot available
KeywordsPerspective (graphical)Qualitative researchContext (archaeology)Government (linguistics)Psychological interventionSociocultural perspectiveSociocultural evolutionContent analysis

Abstract

fetched live from OpenAlex

There is a knowledge gap about fathers' experiences during the perinatal period globally. Limited literature addresses experiences of first-time fathers during the perinatal period in the sociocultural context of Pakistan. This is the first study to explore the experiences of first-time fathers during the perinatal period in Pakistan and seeks to clarify those experiences from the father's perspectives. Critical realism (CR) philosophy was integrated with the socioecological model (SEM) framework to guide this qualitative descriptive study. Eight first-time fathers were recruited and interviewed individually at their homes by male research assistants. Four fathers were experiencing the prenatal phase and four were experiencing the postnatal phase up to 6 months after delivery. Interview data were analyzed using inductive content analysis technique. Results revealed the multifaceted relationship between agents and social structures in contributing to the perinatal experiences of first-time fathers in Pakistan. Religion played a strong role in shaping first-time Pakistani fathers' experiences in both prenatal and postnatal phases of the perinatal period. Economic conditions in Pakistan contributed to fathers' stress about providing for family expenses and their child's future. Hospital and government policies were a major concern for postnatal fathers. All fathers developed a sense of responsibility after receiving news about becoming a father. Integration of CR and SEM facilitated new insights. This multilevel perspective may offer hope for improving the experiences of first-time fathers during their wives' perinatal period. These new insights can also assist policymakers and researchers in developing strategies and interventions for successful transition to fatherhood in Pakistan.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.049
Threshold uncertainty score0.980

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.050
GPT teacher head0.493
Teacher spread0.442 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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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