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Record W7054866438

Association of Nurse-to-Patient Ratios in the First 72 Hours of Admission and Outcomes of Very Preterm Infants: A Multicentre Cohort Study

2024· dissertation· en· W7054866438 on OpenAlexaffabout

Bibliographic record

VenueeScholarship@McGill (McGill) · 2024
Typedissertation
Languageen
FieldChemistry
TopicMass Spectrometry Techniques and Applications
Canadian institutionsMcGill University Health Centre
Fundersnot available
KeywordsCohort studyAssociation (psychology)CohortRetrospective cohort studyProspective cohort studyPremature birth
DOInot available

Abstract

fetched live from OpenAlex

Background: Very preterm infants born at <33 weeks Gestational Age (GA) are at high risk of short-and long-term complications.Neonatal Intensive Care Unit (NICU) organizational factors such as Nurse-to-Patient Ratios (NPRs) may contribute to patient outcomes.This study aimed to assess the association of NPRs received in the first 72 hours of admission with mortality and/or major morbidity among very preterm infants born <33 weeks GA.Methods: This was a multicentre cohort study of inborn infants <33 weeks in 14 Level 3 NICUs in Canada between January 2020 and December 2021.Data on infant characteristics, NPRs and outcomes were obtained from the Canadian Neonatal Network database.NPR was recorded for the shift of admission, and a mean NPR was calculated for the first 24 hours, and first 72 hours of admission.Analysis was stratified by GA group to account for the differences in recommended NPR which are GA based (<29 and 29-32 weeks).Primary outcome was mortality and/or major morbidity.Three multivariable logistic regression models were fitted to estimate odds ratios adjusted for patient covariates with Generalized Estimating Equations to account for clustering within each site.Results: The rate of mortality/major morbidity was 66% (633/952) among infants <29 weeks, and 19% (280/1501) among infants 29-32 weeks.The median NPR (Interquartile Range [IQR]) on shift of admission, first 24 hours, and first 72 hours were 1.00 [IQR 1.00-1.00],1.00 [IQR 0.50-1.00],and 0.83 [IQR 0.53-1.00]for infants <29 weeks, and were 0.50 [IQR 0.50-0.50],0.50 [IQR 0.50-0.75],and 0.50 IQR [0.50-0.58]for infants 29-32 weeks.In <29 week infants, there was insufficient precision and no evidence of an effect between higher NPRs received on the shift of admission (adjusted Odds Ratio (aOR); 0.63, 95% Confidence Interval (CI) 0.34-1.18), in the first 24 hours (aOR; 0.74, 95% CI 0.25-2.22),and in the first 72 hours (aOR; 0.82, 95% CI 0.24-2.76) of admission with mortality and/or major morbidity.Among infants born 29-32 weeks, higher NPR in the first 24 (aOR; 2.18, 95% CI 1.06-4.45)and 72 hours (aOR; 6.07, 95% CI 3.08-11.96) of admission were associated with higher odds of mortality and/or major morbidity.Conclusion: Among infants born 29-32 weeks, higher NPRs in the first 24 and 72 hours of admission were associated with worse outcomes, which likely highlights confounding by indication as sicker infants are more likely to receive higher NPRs.In the <29 week infants, we were unable to estimate a precise association between higher NPRs and mortality and/or major morbidity.Further intervention studies are required to evaluate if active interventions to improve NPRs and organizational care are associated with outcomes in the NICU.

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)0.002
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.162
Threshold uncertainty score0.321

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0020.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.007
GPT teacher head0.259
Teacher spread0.252 · 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 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

Citations0
Published2024
Admission routes2
Has abstractyes

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