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Record W3004715953 · doi:10.1097/inf.0000000000002558

Neonatal Outcomes Following Culture-negative Late-onset Sepsis Among Preterm Infants

2020· article· en· W3004715953 on OpenAlexafffund
Siyuan Jiang, Zuming Yang, Ruobing Shan, Yi Zhang, Weili Yan, Yi Yang, Prakesh S. Shah, Shoo K. Lee, Yun Cao

Bibliographic record

VenueThe Pediatric Infectious Disease Journal · 2020
Typearticle
Languageen
FieldMedicine
TopicNeonatal and Maternal Infections
Canadian institutionsPublic Health OntarioUniversity of TorontoMount Sinai Hospital
FundersCanadian Institutes of Health Research
KeywordsMedicineSepsisPediatricsNeonatal sepsisInternal medicine

Abstract

fetched live from OpenAlex

BACKGROUND: Culture-negative late-onset sepsis (LOS) is commonly diagnosed in neonatal intensive care units, while the outcomes of neonatal culture-negative LOS are not reported for large cohorts. This study aimed to examine the incidence and neonatal outcomes for culture-negative LOS in a contemporary multicenter cohort of preterm infants. METHODS: We performed a retrospective analysis of data from a cluster-randomized controlled study. Infants <34 weeks of gestation and admitted to 25 neonatal intensive care units between May 1, 2015, and April 30, 2018, were included. Culture-negative LOS was diagnosed if infants had abnormal manifestations and laboratory tests but negative blood cultures. The primary outcome was a composite of mortality or morbidities including periventricular leukomalacia (PVL), retinopathy of prematurity (ROP) ≥ stage 3 or bronchopulmonary dysplasia (BPD). RESULTS: Of 22,346 eligible infants, 1505 (6.7%) infants had culture-negative and 761 (3.4%) infants had culture-positive LOS. Compared with infants without LOS, infants with culture-negative LOS had higher rates of composite outcome (24.1% vs. 9.6%), death (3.8% vs. 1.8%), PVL (4.8% vs. 2.2%), severe ROP (3.3% vs. 1.1%) and BPD (18.1% vs. 7.0%). After adjustment, culture-negative LOS was independently associated with increased risk of composite outcome {adjusted odds ratio [aOR]: 1.8 [95% confidence interval (CI): 1.5-2.1]}, PVL [aOR: 2.0 (95% CI: 1.4-2.8)] and BPD [aOR: 1.8 (95% CI: 1.5-2.2)] relative to the absence of LOS. CONCLUSION: Culture-negative LOS was frequently diagnosed in preterm infants and was associated with increased risks of adverse outcomes. There is an emerging need for more precise diagnosis and treatment strategies for culture-negative LOS.

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)0.004
metaresearch head score (Gemma)0.009
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 score0.004
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
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 head0.011
GPT teacher head0.262
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

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

Citations58
Published2020
Admission routes2
Has abstractyes

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