MétaCan
Menu
Back to cohort

A National Survey on Oral Feeding Management Practices Across Canadian Neonatal Intensive Care Units

2025· article· en· W7084030442 on OpenAlexaboutno aff

Bibliographic record

VenueFigshare · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicSpanish Linguistics and Language Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIntensive careDemographicsNeonatal intensive care unitMultidisciplinary approachGestational ageDescriptive statisticsMultidisciplinary team

Abstract

fetched live from OpenAlex

To explore oral feeding management practices, specifically initiation and advancement of oral feeds, across level II and III neonatal intensive care units (NICUs) in Canada. A national online survey was conducted across 65 NICUs (34 level II, 31 level III), which included questions on hospital demographics and clinical approaches for initiating, advancing, and managing oral feeds. A descriptive analysis was performed on the responses. Of the 65 NICUs surveyed, 74% (<i>n</i> = 48) completed the survey. Many reported using custom-developed NICU guidelines for initiating and advancing oral feeds (<i>n</i> = 22, 46%), while few used evidence-based protocols (<i>n</i> = 16, 33%) or standardized assessments (<i>n</i> = 1, 2%). The most common clinical factors considered for initiating and advancing oral feeds include, behavioral cues (<i>n</i> = 47, 98%), stable vital signs (<i>n</i> = 47, 98%), gestational age (<i>n</i> = 43, 90%), and suck-swallow-breathe coordination (<i>n</i> = 26, 54%). Most units utilized a multidisciplinary approach (<i>n</i> = 38, 79%) with family involvement (<i>n</i> = 38, 79%). Feeding issues were typically addressed only during hospitalization, with no post-discharge follow-up (<i>n</i> = 31, 65%). This study revealed significant variation in oral feeding management practices across Canadian level II and III NICUs and highlights a shift toward evidence-based clinical factors for oral feeding initiation and advancement. These findings highlight the need for standardized, evidence-based guidelines to ensure consistent and optimal care in NICUs.

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)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.923
Threshold uncertainty score0.975

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0260.000

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 head0.145
GPT teacher head0.348
Teacher spread0.203 · 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.

Study designNot applicable
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

Explore more

Same venueFigshareSame topicSpanish Linguistics and Language StudiesFrench-language works237,207