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Record W4397044576 · doi:10.1681/asn.20233411s1232a

Long-Term Outcomes After Pediatric Non-Dialysis-Treated AKI: A Population-Based Cohort Study

2023· article· en· W4397044576 on OpenAlexaffabout
Cal Robinson, Nivethika Jeyakumar, David J. Askenazi, Akash Deep, Amit X. Garg, Stuart L. Goldstein, Jason H. Greenberg, Cherry Mammen, Danielle M. Nash, Rulan S. Parekh, Samuel A. Silver, Ron Wald, Michael Zappitelli, Rahul Chanchlani

Bibliographic record

VenueJournal of the American Society of Nephrology · 2023
Typearticle
Languageen
FieldMedicine
TopicAcute Kidney Injury Research
Canadian institutionsSt. Michael's HospitalMcMaster Children's HospitalQueen's UniversityWomen's College HospitalLondon Health Sciences CentreBC Children's HospitalHospital for Sick Children
Fundersnot available
KeywordsMedicineDialysisTerm (time)Intensive care medicineCohortCohort studyPopulationPediatricsInternal medicineEnvironmental health

Abstract

fetched live from OpenAlex

Background: Acute kidney injury (AKI) is common in hospitalized children. Dialysis-treated pediatric AKI is associated with long-term chronic kidney disease (CKD), hypertension, and death. We aim to evaluate the outcomes after non-dialysistreated AKI, which are uncertain. Methods: Retrospective cohort study of all hospitalized children (0-18yr) surviving non-dialysis-treated AKI from 1996-2020 in Ontario, identified via provincial administrative health databases. Children with prior kidney replacement therapy (KRT; dialysis or transplant), CKD, or AKI were excluded. Cases were matched with up to four hospitalized controls without AKI by age, neonatal status, sex, index year, ICU admission, cardiac surgery, malignancy, hypertension, and a propensity score for AKI. Children were followed until death (2.9%), provincial emigration (5.3%), or March 2021 (91.8%). The primary outcome was major adverse kidney events (MAKE; composite of death, chronic KRT, or de novo CKD). Results: A total of 4173 pediatric AKI survivors were matched to 16,337 hospitalized controls. Baseline covariates were well-balanced after propensity score matching. Median age was 8yr (IQR 1-15); 706 (16.9%) AKI cases were neonates. During median 9.7-year follow-up, 17.6% of AKI survivors developed MAKE vs 4.6% of controls (HR 4.3, 95%CI 3.9-4.8, p<0.001). AKI cases had higher rates of chronic KRT (2.2% vs 0.2%; HR 12.8, 95%CI 8.5-19.4), CKD (15.9% vs 2.0%; HR 8.8, 95%CI 7.7-10.0), hypertension (16.8% vs 7.7%; HR 2.4, 95%CI 2.2-2.7), and subsequent AKI (5.7% vs 1.5%; HR 4.0, 95%CI 3.4-4.8), but no mortality difference (2.7% vs 2.9%; HR 1.0, 95%CI 0.78-1.16). Conclusions: Children with non-dialysis-treated AKI are at increased long-term risk of CKD, chronic KRT, hypertension, and subsequent AKI vs hospitalized controls. Funding: Private Foundation SupportFigure.: Cumulative incidence of MAKE

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)0.001
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 score0.046
Threshold uncertainty score0.090

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
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 head0.023
GPT teacher head0.350
Teacher spread0.327 · 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

Citations0
Published2023
Admission routes2
Has abstractyes

Explore more

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