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Record W4416295986 · doi:10.3390/children12111548

Facilitators and Barriers to the Implementation of Family Integrated Care in Ontario Level II Neonatal Intensive Care Units

2025· article· en· W4416295986 on OpenAlexaffabout
Ayah Al Bizri, Mariana Bueno, Vibhuti Shah, Fabiana Bacchini, Douglas M. Campbell, Karen Benzies, Karel O’Brien

Bibliographic record

VenueChildren · 2025
Typearticle
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsUniversity of CalgarySt. Michael's HospitalCanadian Foundation for Healthcare ImprovementUniversity of TorontoMount Sinai Hospital
Fundersnot available
KeywordsIntensive careNeonatal intensive care unitIntegrated careIntensive care unitMEDLINE

Abstract

fetched live from OpenAlex

Background/Objectives: In Ontario, approximately 8% (11,000) of infants are born preterm (22–<37 weeks gestation) each year. Many of these infants are cared for in a Level II Neonatal Intensive Care Unit (NICU). Family Integrated Care (FICare), an innovative model of care, aims to facilitate the involvement of parents in the care of their infants in NICUs. The aim of this study was to gain a better understanding of the general and specific needs of Level II NICUs in Ontario prior to implementation of FICare. Methods: Using a cross-sectional study design, two surveys (leadership and site resources) were developed using the Consolidated Framework for Implementation Science Research’s innovation, inner setting, and outer setting constructs and distributed to Level II NICUs medical and nursing leaders. Results: The surveys were sent to 44 Level II NICUs in Ontario, of which 24 hospitals (55%) responded. Key facilitators to implementation of FICare in Level II hospitals in Ontario were leadership interest, availability of staff and parent volunteers, and existing policies to support implementation. The identified barriers were lack of financial resources for new initiatives, skepticism in FICare’s ability to save costs, need for tailored implementation due to variability in NICU characteristics, and the lack of environmental support for prolonged parental presence. Conclusions: This study has confirmed the interest of many Ontario level II NICUs in implementing FICare and variability in their readiness for implementation based on the identified facilitators and barriers.

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)0.000
metaresearch head score (Gemma)0.000
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 score0.139
Threshold uncertainty score0.974

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 integrity0.0000.000
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 head0.014
GPT teacher head0.268
Teacher spread0.254 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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