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Record W7000346663

The Experience of Mothers Whose Very Low Birth Weight Infant Requires Supplemental Oxygen in the Neonatal Intensive Care Unit

2011· article· en· W7000346663 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueeScholarship@McGill (McGill) · 2011
Typearticle
Languageen
FieldMathematics
TopicDifferential Equations and Numerical Methods
Canadian institutionsnot available
FundersMcGill University
KeywordsSupplemental oxygenNeonatal intensive care unitLow birth weightCognitive reframingOxygenIntensive careBirth weight
DOInot available

Abstract

fetched live from OpenAlex

Purpose: This study examines the experience of mothers whose very low birth weight (VLBW) infants require supplemental oxygen during their hospitalization in the neonatal intensive care unit (NICU).Subjects: Eleven mothers of VLBW infants who have received supplemental oxygen in the NICU for a minimum of 7 days were selected for interview.Design: Qualitative descriptive.Methods: One semi-structured interview exploring mothers' experiences surrounding oxygen supplementation was conducted.Qualitative content analysis was undertaken to describe mothers' experience.Principle Results: Four themes emerged: oxygen is a positive, worries about the adverse effects for my baby now and in the future, oxygen supplementation has been a learning experience, and oxygen is a barrier to mothering.Conclusion: Mothers balanced the positive aspects of oxygen supplementation with their fears of the negative consequences.They are able to adapt to the equipment and trajectory of having their infant on supplemental oxygen.Mothers were particularly distressed by the physical barriers created by oxygen supplementation (i.e., unable to hold, hear, or see their baby).Nurses in the NICU should support mothers' positive reframing as a way of coping, provide education and about the consequences of this therapy, encourage mothers to touch and hold their infants, and provide opportunities for them to see their infant's face.

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.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.381
Threshold uncertainty score0.847

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.058
GPT teacher head0.309
Teacher spread0.251 · 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