MétaCan
Menu
Back to cohort
Record W4412034107 · doi:10.1111/jan.70049

Co‐Designing a Cultural Informed Framework to Promote the Well‐Being of Black Canadian Parents With Preterm Infants: A Qualitative Study Protocol

2025· article· en· W4412034107 on OpenAlexafffundabout
Priscilla Boakye, Nadia Prendergast, Fabiana Bacchini, Ola Abanta Thomas Obewu, Victoria Hayrabedian

Bibliographic record

VenueJournal of Advanced Nursing · 2025
Typearticle
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsToronto Metropolitan University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsFocus groupPsychosocialParticipatory action researchQualitative researchMedicineMental healthNursingPopulationExploratory researchCommunity-based participatory researchEthnic groupCoping (psychology)PsychologyFamily medicineClinical psychologyPsychiatrySociology

Abstract

fetched live from OpenAlex

AIM: To explore the experiences and support needs of Black Canadian parents with preterm infants and to engage them in co-creating a culturally informed framework to inform nurses, healthcare providers and community organisations to better serve this population. BACKGROUND: Preterm birth (PTB) is a traumatic experience that places significant physical and emotional strain on families and other caregivers. Despite research showing that Black mothers are at risk of PTB, little is known about their experiences of giving birth to a preterm infant and the challenges they encounter caring for these children in Canada. This lack of research specifically on Black parents in Canada makes it difficult to identify their psychosocial needs and develop intervention programmes to address their unique challenges. DESIGN: A two-phase qualitative exploratory design informed by a community engagement lens will be used. METHODS: In Phase 1, five focus groups (n = 48) and 6-8 in depth interviews will be conducted with Black parents of preterm infants. Questions will explore experiences in the NICU, transition home, access to support, coping strategies and mental well-being. One focus group will be conducted with the parent advisory council of the Canadian Premature Babies Foundation, our community partner to explore gaps in services. The data from Phase 1 will be analysed and findings will be used to informed Phase 2 concept mapping exercise. This research was approved by the Toronto Metropolitan University Research Ethics Board. DISCUSSION: There is a paucity of research addressing the experiences and needs of Black parents with preterm infants. Thus, this study is well positioned to generate the much-needed Canadian empirical knowledge on the unique experiences and stressors face by Black parents with preterm infants and inform the design of programmes and services to better support them. PATIENT OR PUBLIC CONTRIBUTION: This study is in collaboration with the Canadian Premature Babies Foundation, our community partner.

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)0.044
metaresearch head score (Gemma)0.022
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Protocol · Consensus signal: Protocol
Teacher disagreement score0.826
Threshold uncertainty score0.346

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0440.022
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0160.009
Scholarly communication0.0040.002
Open science0.0040.006
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0150.001

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 head0.017
GPT teacher head0.396
Teacher spread0.379 · 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 designQualitative
Domainnot available
GenreProtocol

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

Citations2
Published2025
Admission routes3
Has abstractyes

Explore more

Same venueJournal of Advanced NursingSame topicInfant Development and Preterm CareFrench-language works237,207