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Antenatal corticosteroid prophylaxis at late preterm gestation: Clinical guidelines vs clinical practice

2022· preprint· en· W4295799386 on OpenAlexafffundabout
Neda Razaz, Victoria M. Allen, John Fahey, K.S. Joseph

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldMedicine
TopicNeonatal Respiratory Health Research
Canadian institutionsUniversity of British ColumbiaCancer Care Nova ScotiaDalhousie University
FundersCanadian Institutes of Health ResearchForskningsrådet om Hälsa, Arbetsliv och VälfärdVetenskapsrådetBC Children's Hospital
KeywordsNova scotiaMedicineGestationGestational agePopulationCohortPregnancyPediatricsObstetricsCohort studyInternal medicine

Abstract

fetched live from OpenAlex

Objective: To investigate whether the Antenatal Late Preterm Steroids (ALPS) trial, has been translated into clinical practice in Canada and the United States. Temporal trends in optimal and suboptimal antenatal corticosteroid (ACS) use among late preterm deliveries were also assessed. Design: A retrospective cohort study. Setting: USA and Canada, 2007 to 2020. Population: All live births in the US (n= 32,476,039) and Nova Scotia, Canada (n= 116,575). Methods and Main outcome measured: Using data from the Natality database and the Nova Scotia Atlee Perinatal Database, ACS administration within specific categories of gestational age was assessed by calculating rates per 100 live births. Temporal trends in optimal, and suboptimal ACS use were also assessed. Results: In Nova Scotia, the rate of any ACS administration increased significantly among women delivering at 35-36 weeks, from 15.2% in 2007-2016 to 19.6% in 2017-2020 (OR 1.36, 95%CI 1.14, 1.62). In the U.S., among live births at 35-36 weeks’ gestation, any ACS use increased from 4.1% in 2007–2016 to 18.5% in 2017–2020 (OR 5.33, 95% CI 5.28–5.38). Among infants between 24 and 34 weeks’ gestation in Nova Scotia, 32% received optimally timed ACS, while 47% received ACS with suboptimal timing. Of the women who received ACS in 2020, 34% in Canada and 20% in the United States delivered at ≥37 weeks. Conclusion: Publication of the ALPS trial resulted in increased ACS administration at late preterm gestation in Nova Scotia, Canada and the U.S.. However, a significant fraction of women receiving ACS prophylaxis delivered at term gestation.

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)0.019
metaresearch head score (Gemma)0.068
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 score0.043
Threshold uncertainty score0.098

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.068
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0000.001
Scholarly communication0.0020.001
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.277
GPT teacher head0.553
Teacher spread0.276 · 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

Citations1
Published2022
Admission routes3
Has abstractyes

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