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241: Renal Replacement Therapy in Critically Ill Children on Extracorporeal Membrane Oxygenation: A Retrospective Single Center Study

2024· article· en· W4402940378 on OpenAlexaff
Camille Jutras, Zachary A. Winthrop, Daniel Gagner, Deborah R. Stein, Sally Vitali, Peta Alexander, Nadine Straka

Bibliographic record

VenueASAIO Journal · 2024
Typearticle
Languageen
FieldEngineering
TopicMechanical Circulatory Support Devices
Canadian institutionsCentre Hospitalier Universitaire Sainte-Justine
Fundersnot available
KeywordsExtracorporeal membrane oxygenationRenal replacement therapyCritically illMedicineSingle CenterOxygenationRetrospective cohort studyIntensive care medicineInternal medicine

Abstract

fetched live from OpenAlex

Background: The optimal timing and modality for initiating renal replacement therapy (RRT) on extracorporeal membrane oxygenation (ECMO) remains unclear. This study describes the clinical characteristics and outcomes of children who received RRT while on ECMO. Methods: A retrospective cohort analysis was conducted on patients <25 years who received RRT while on ECMO at Boston Children’s Hospital from January, 2014 to June, 2024. Patients who received RRT prior to ECMO were excluded. Descriptive statistics are reported. Results: Fifty-six patients received RRT on ECMO; 24/56(43%) were female, with median age 6-months (IQR: 0-75 months) and weight 6.4kg (IQR:3.45-16.7kg). Among patients, 15/56(27%) were medical, 17/56(30%) were surgical, and 24(43%) were cardiac. All received slow continuous ultrafiltration (SCUF) and were initially treated with intermittent hemodialysis (iHD). The median percent fluid overload at the time of iHD initiation was 19% (IQR: 5-41%). Only 7/56(13%) patients received alternate forms of RRT after iHD; 3/7(43%) received continuous renal replacement therapy and 4/7(57%) received peritoneal dialysis. RRT was started at a median of 9 days(IQR: 5-13 days) after ECMO cannulation, most commonly for uremia (42/56, 75%). Median RRT duration was 10 days (IQR: 5-21 days), median ECMO duration was 19 days (IQR: 11-30 days). Survival was 21%(12/56) with no RRT-dependence at discharge. Conclusions: ECMO patients were fluid overloaded at RRT initiation despite receiving SCUF. Future analyses should focus on the timing and modality of RRT in ECMO patients to improve outcomes.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.172
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 integrity0.0000.001
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 head0.017
GPT teacher head0.252
Teacher spread0.235 · 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 teacher head, not a consensus.

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
Published2024
Admission routes1
Has abstractyes

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