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Tracheal Intubation in Term Infants—Trends, Risk Factors, and Outcomes: A Population-Based Study [A281]

2022· article· en· W4282938725 on OpenAlexaff
Anthony Debay, Marc Beltempo, Nicholas Czuzoj‐Shulman, Haim A. Abenhaim

Bibliographic record

VenueObstetrics and Gynecology · 2022
Typearticle
Languageen
FieldMedicine
TopicNeonatal Respiratory Health Research
Canadian institutionsMcGill University
Fundersnot available
KeywordsMedicineOdds ratioIntraventricular hemorrhageRetrospective cohort studyPediatricsPopulationIntubationHypoxic Ischemic EncephalopathySepsisConfoundingHealthcare Cost and Utilization ProjectCohort studyEncephalopathyInternal medicineAnesthesiaGestational ageHealth carePregnancy

Abstract

fetched live from OpenAlex

INTRODUCTION: Tracheal intubation (TI) is associated with hypoxia and an increase in intracranial pressure, potentially leading to brain injury. We aimed to estimate trends, risk factors, and outcomes among term neonates undergoing TI, using a large population-based database. METHODS: This is a retrospective cohort study of 2,122,245 births using the Healthcare Cost and Utilization Project/Nationwide Inpatient Sample from 2015 to 2018. Term infants having undergone TI were identified using ICD-10 codes. Infants with congenital anomalies were excluded. Multivariate logistic regression models were used to evaluate outcomes while adjusting for confounders. RESULTS: Rate of death was 4.4% among the 13,205 infants who had TI, and 0.04% among the 2,109,040 infants who did not have TI. Infants undergoing TI in urban teaching hospitals had higher odds of death compared to infants in rural hospitals (OR 1.77, 95% CI 1.17–2.69). Infants who had TI and died had higher odds of intraventricular hemorrhage (IVH; OR 5.28, 95% CI 4.08–6.83), hypoxic-ischemic encephalopathy (HIE; OR 2.34, 95% CI 1.86–2.94), and sepsis (OR 1.50, 95% CI 1.23–1.83); pulmonary hemorrhage (PH) was the greatest predictor of death (OR 7.34, 95% CI 5.17–10.42). Among infants who had TI and survived, odds of IVH (OR 76.24, 95% CI 67.33–86.32), HIE (OR 291.86, 95% CI 263.26–323.56), sepsis (OR 28.76, 95% CI 27.39–30.31), and PH (OR 542.01, 95% CI 384.73–763.58) were higher compared to controls. CONCLUSION: Term infants undergoing TI have higher mortality rates compared to controls; TI survivors have an increased risk of neurological sequelae. Non-invasive respiratory support and postnatal neuroprotective interventions should be optimized in term infants.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.013
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0010.001
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 head0.037
GPT teacher head0.357
Teacher spread0.319 · 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".

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Citations0
Published2022
Admission routes1
Has abstractyes

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