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Record W4401729217 · doi:10.1089/bfm.2023.0158

An Examination of the Benefits of Lactation Consultant Services in NICUs for Mothers and Their Newborn: A Systematic Review

2024· review· en· W4401729217 on OpenAlexaff
Siobhan Wakeham, Paulina Pronska, Sandra Fucile

Bibliographic record

VenueBreastfeeding Medicine · 2024
Typereview
Languageen
FieldMedicine
TopicBreastfeeding Practices and Influences
Canadian institutionsQueen's University
Fundersnot available
KeywordsBreastfeedingMedicineIntensive careNursingLactationNeonatal intensive care unitService (business)Family medicineSystematic reviewPediatricsMEDLINEPregnancyIntensive care medicineBusiness

Abstract

fetched live from OpenAlex

Background: It is well accepted that lactation consultant (LC) services can enhance the breastfeeding success in mother–infant dyads. However, despite such advantages, not all neonatal intensive care units (NICUs) offer LC services. The objective of this systematic review was to assess the available evidence on the effect of LC service on breastfeeding outcomes for mothers whose infants are in the NICU. Methods: The PRISMA Extension for Systematic Reviews were used to conduct this systematic review. The following databases: Embase, Medline, CINAHL, and Cochrane library were searched. An initial 464 studies were obtained. Duplicates and studies that did not fit the inclusion criteria were removed, leaving 30 full-text articles to review. Nineteen were further excluded after full-text review. A total of 11 studies were included. Due to the heterogeneity of the included studies, a meta-analysis could not be performed, instead a qualitative numerical summary was conducted. Results: Overall, 10/11 (90%) of studies observed a 6–31% increase in the number of infants who received mother’s own milk, and 11–27% in the number of infants who received direct breastfeeds associated with the implementation of LC services in the NICU. The two most common types of LC services studied included: i) multidisciplinary lactation support—described as a team-based approach that includes at least one LC and ii) designation of LC formal role in the NICU. Conclusions: This review highlights that having LC services in the NICU is vital for meeting the unique needs and enhancing breastfeeding outcomes for mothers whose infants are 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 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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.350
Threshold uncertainty score0.757

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0000.001
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 head0.041
GPT teacher head0.341
Teacher spread0.300 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations5
Published2024
Admission routes1
Has abstractyes

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