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Record W4411040691 · doi:10.1080/15295192.2025.2509515

Best Practices for Recruiting and Retaining Fathers in Parenting Research: Insights from Fathering Researchers

2025· article· en· W4411040691 on OpenAlexafffund
Audrey‐Ann Deneault, Julia S. Feldman, Alp Aytuglu, Lilly C. Bendel‐Stenzel, Eric L. Olofson, Reed Donithen, Sarah J. Schoppe‐Sullivan, Brenda L. Volling

Bibliographic record

VenueParenting · 2025
Typearticle
Languageen
FieldMedicine
TopicMaternal Mental Health During Pregnancy and Postpartum
Canadian institutionsUniversité de Montréal
FundersNational Institute of Mental HealthSocial Sciences and Humanities Research Council of Canada
KeywordsPsychologyBest practiceDevelopmental psychologySociologyPolitical science

Abstract

fetched live from OpenAlex

Objective: Significant progress has been made in studying and recognizing fathers' contributions to children's development. However, fathers remain underrepresented in parenting research relative to mothers. Logistical challenges are often cited as barriers to the successful recruitment, participation, and retention of fathers. The current study sought to better understand successful strategies to overcome barriers and include fathers in parenting research. Design: = 30) to identify (1) efficient practices for recruiting fathers and (2) effective strategies for retaining fathers in longitudinal research. We used thematic analysis to generate major and minor themes. Results: Six themes emerged, four related to successful recruitment practices (the composition of the research team; the location/method of recruitment; recruiting fathers, not parents; and being flexible with testing) and two related to challenges of recruiting fathers (mothers acting as gate-closers; the restrictions applied by some institutional research ethics boards). The analysis identified two successful retention practices: developing rapport with participating fathers and maintaining contact between waves of data collection. Conclusions: These themes provide insights into how to include fathers in parenting research successfully. Recommendations for conducting father-inclusive research are presented as well as best practices for including fathers in research.

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)0.002
metaresearch head score (Gemma)0.003
Version: codex-gemma-dda1882f352aValidation 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 score0.462
Threshold uncertainty score0.586

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.406
GPT teacher head0.497
Teacher spread0.091 · 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 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

Citations4
Published2025
Admission routes2
Has abstractyes

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