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Record W4415762751 · doi:10.1177/02676591251394850

Preparation of a cardiopulmonary bypass priming solution for infants and neonates – effect of pre-bypass ultrafiltration on heparinization

2025· article· en· W4415762751 on OpenAlexaff
Paul Davies, Suelyn Van Den Helm, Natasha Letunica, Shannon Morrison, Ben Davies, Igor E. Konstantinov, Stephen Horton, Stephen Bottrell, Andrew Davidson, Vera Ignjatović, Paul Monagle, Chantal Attard

Bibliographic record

VenuePerfusion · 2025
Typearticle
Languageen
FieldMedicine
TopicCardiac and Coronary Surgery Techniques
Canadian institutionsRoyal Ottawa Mental Health Centre
FundersNational Blood AuthorityRoyal Children's Hospital Foundation
KeywordsCardiopulmonary bypassHeparinUltrafiltration (renal)AntithrombinPriming (agriculture)Activated clotting time

Abstract

fetched live from OpenAlex

IntroductionHeparin is usually added to infant cardiopulmonary bypass circuit primes. Ultrafiltration is often used to minimise prime volume before commencing bypass. The extent of heparin removal from bypass primes by ultrafiltration is unknown, however at our institution it was assumed that heparin is freely filtered. The primary aim of this study was to investigate heparin removal during pre-bypass ultrafiltration of a bypass prime for infants. The secondary aim was to investigate the effect of pre-bypass ultrafiltration on heparinization of the patient shortly after commencing bypass.MethodsPatients under 1 year of age having cardiopulmonary bypass were enrolled. Prime solutions contained red blood cells, albumin, PlasmaLyte and 3 IU/ml heparin prior to pre-bypass ultrafiltration. Patient blood samples were collected before and after commencing bypass along with samples of the filtrate and the priming solution. Anti-Xa and antithrombin levels were measured by chromogenic assay.ResultsNineteen patients were enrolled. Patient weight ranged from 2.4 kg to 7.7 kg. Anti-Xa in the filtrate was 0.94 IU/ml (IQR 0.84 to 1.06 IU/ml). Anti-Xa in the primes was 6.80 IU/ml (IQR 6.68 to 7.84 IU/ml). Anti-Xa once on bypass was 3.31 IU/ml (IQR 2.08 to 4.46 IU/ml). Antithrombin level on bypass was 38 % (IQR 26 to 57 %). On bypass anti-Xa level was associated with patient weight and antithrombin level but not with activated clotting time.ConclusionsHeparin is not freely filtered from the prime, leading to more heparin being present in the prime than desired. Anti-Xa levels on commencing bypass appear to be predictably influenced by hemodilution such that the gap between total heparin present and anti-Xa activity is wider in smaller patients. The activated clotting time does not differentiate lower levels of anti-Xa activity in the setting of extreme haemodilution.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.282
Threshold uncertainty score0.419

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 integrity0.0000.000
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 head0.007
GPT teacher head0.301
Teacher spread0.295 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
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
Published2025
Admission routes1
Has abstractyes

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