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Record W2098799642 · doi:10.1542/peds.2014-0554

Post-Resuscitation Care for Neonates Receiving Positive Pressure Ventilation at Birth

2014· article· en· W2098799642 on OpenAlexaff
Olusegun Akinloye, Colleen O’Connell, Alexander C. Allen, Walid El‐Naggar

Bibliographic record

VenuePEDIATRICS · 2014
Typearticle
Languageen
FieldMedicine
TopicNeonatal Respiratory Health Research
Canadian institutionsDalhousie University
Fundersnot available
KeywordsMedicineResuscitationPositive pressure ventilationVentilation (architecture)Neonatal resuscitationEmergency medicineIntensive care medicineAnesthesiaRespiratory failure

Abstract

fetched live from OpenAlex

OBJECTIVES: To investigate if postresuscitation care (PRC) is indicated for all infants ≥35 weeks' gestation who receive positive pressure ventilation (PPV) at birth, explore the aspects of this care and the factors most predictive of it. METHODS: Our hospital admits any infant who requires PPV at birth to special (intermediate/intensive) neonatal care unit (SNCU) for observation for at least 6 hours. All infants ≥35 weeks' gestation born between 1994 and 2013, who received PPV at birth, were reviewed. We examined perinatal factors that could predict the need for PRC after short (<1 minute) and prolonged (≥1 minute) PPV, admission course, neonatal morbidities, and the aspects of care given. RESULTS: Among 87 464 infants born, 3658 (4.2%) had PPV at birth with 3305 (90%) admitted for PRC. Of those, 1558 (42.6%) were in the short PPV group and 2100 (57.4%) in the prolonged PPV group. Approximately 59% of infants who received short PPV stayed in the SNCU for ≥1 day. Infants who received prolonged PPV were more likely to have morbidities and require special neonatal care. Multiple logistic regression analysis revealed the risk factors of placental abruption, assisted delivery, small-for-dates, gestational age <37 weeks, low 5-minute Apgar score, and need for intubation at birth to be independent predictors for SNCU stay ≥1 day and need for assisted ventilation, central lines, and parenteral nutrition. CONCLUSIONS: Our data support the need for PRC even for infants receiving short PPV at birth.

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)0.000
metaresearch head score (Gemma)0.003
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 score0.003
Threshold uncertainty score0.007

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.019
GPT teacher head0.333
Teacher spread0.315 · 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

Citations15
Published2014
Admission routes1
Has abstractyes

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