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Record W4408664238 · doi:10.1055/a-2562-1538

The Sound of Comfort: Neonatal Health Care Professionals' Perspectives on Music and Other Comfort Measures during Targeted Neonatal Echocardiography

2025· article· en· W4408664238 on OpenAlexafffundabout
Joshua Hazan Mea, Daniela Villegas Martinez, Stephanie Mardakis, Elissa Remmer, Tíscar Cavallé-Garrido, Gabriel Altit

Bibliographic record

VenueAmerican Journal of Perinatology · 2025
Typearticle
Languageen
FieldMedicine
TopicPhonocardiography and Auscultation Techniques
Canadian institutionsMontreal Children's HospitalMcGill UniversityMcGill University Health Centre
FundersFondation des EtoilesFondation du Grand défi Pierre Lavoie
KeywordsMedicineSonographerNeonatologyHealth professionalsNeonatal intensive care unitHealth careIntensive careMusic therapyPediatricsPhysical therapyIntensive care medicineUltrasonographySurgery

Abstract

fetched live from OpenAlex

This study aimed to assess health care professionals' perspectives on how implemented measures impact patient comfort during targeted neonatal echocardiography (TNE).Survey distributed to neonatal health care professionals at the Montreal Children's Hospital neonatal intensive care unit (NICU). Responses were collected for 4 weeks, anonymized, and analyzed using descriptive statistics.Of 110 respondents, most believed that scans in general disturbed infants (71%) by increasing the risk of hypothermia (75%), and lability (67%). Key comfort measures identified were warm gel (85%), bundling (80%), and a focused exam (<30 minutes; 80%). Neoclassical music recordings were valued for their calming effect on the infant (73%), parent (44%), and sonographer (39%). Respondents preferred recorded music over other forms of music delivery (53%).Health care workers generally agree that scans disturb newborns and that implementing comfort measures, such as music and the cost-efficient bundle used in our NICU, may enhance patient comfort. Further objective studies are needed to validate these findings and assess their impact on neonatal care outcomes · NICU staff surveyed on TNE comfort measures.. · Music may calm babies, parents, and workers.. · Warm gel, bundling, and focused exam highly valued.. · Care bundle is cheap and easily implementable..

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)0.006
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.021
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0020.001
Scholarly communication0.0020.001
Open science0.0000.002
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.008
GPT teacher head0.301
Teacher spread0.293 · 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 designQualitative
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 routes3
Has abstractyes

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Same venueAmerican Journal of PerinatologySame topicPhonocardiography and Auscultation TechniquesFrench-language works237,207