MétaCan
Menu
Back to cohort
Record W2946931266 · doi:10.1002/bdr2.1524

Journey to mother baby care: Implementation of a combined care/couplet model in a Level 2 neonatal intensive care unit

2019· review· en· W2946931266 on OpenAlexaff
Julie de Salaberry, Valoria Hait, Kimberly Thornton, M. Bolton, Maria Abrams, Sandesh Shivananda, Maryam Kiarash, Horacio Osiovich

Bibliographic record

VenueBirth Defects Research · 2019
Typereview
Languageen
FieldMedicine
TopicInfant Development and Preterm Care
Canadian institutionsUniversity of British ColumbiaB.C. Women's Hospital & Health Centre
Fundersnot available
KeywordsNeonatal intensive care unitIntensive careNursingMedicineHealth carePsychologyFamily medicinePediatricsIntensive care medicinePolitical science

Abstract

fetched live from OpenAlex

"Why can't I have my postpartum care in the same room as my baby?" questioned Hilary, a neonatal intensive care unit (NICU) "alumni" parent, during a design event for the new British Columbia's Women's Hospital 70 single family room NICU. This simple yet provocative question was nearly dismissed and the idea of a combined care model lost, since most members of the team thought it was simply "not possible." Hilary did not give up and continued to raise this idea throughout every design event. It was Hilary's fortitude and sharing of her NICU experience that was the inspiration for the MotherBaby Care unit. The voice of one woman has improved the birth experiences of potentially thousands of mothers and their at-risk newborns. By honoring women's voices and values in health care, positive changes that matter to women, infants, and families can be made. Mothers also shared: "I knew what was best for me was to be with my baby," "If I could stand up after my C-section, I would drag my IV pole to be with my baby!", "Teach me how to take care of my premature baby before I am ready to go home!" MotherBaby Care is a combined care or "couplet" care where one NICU nurse provides care for a postpartum mother and her at-risk newborn in the Level 2 NICU. This review describes the journey from innovation and design to the implementation of the MotherBaby Care model.

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)0.020
metaresearch head score (Gemma)0.015
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: none
GenreCandidate signal: Review · Consensus signal: none
Teacher disagreement score0.020
Threshold uncertainty score0.103

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.015
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0080.004
Scholarly communication0.0070.003
Open science0.0030.012
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0060.001

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 head0.279
GPT teacher head0.482
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 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
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

Citations24
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueBirth Defects ResearchSame topicInfant Development and Preterm CareFrench-language works237,207