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Record W4380448014 · doi:10.1093/ndt/gfad063b_4080

#4080 NOVEL EXTRACORPOREAL TREATMENT FOR SEVERE NEONATAL JAUNDICE: A MATHEMATICAL MODELING STUDY WITH ALLO-HEMODIALYSIS

2023· article· en· W4380448014 on OpenAlexaff
Vaibhav Maheshwari, María Ferris, Guido Filler, Peter Kotanko

Bibliographic record

VenueNephrology Dialysis Transplantation · 2023
Typearticle
Languageen
FieldMedicine
TopicNeonatal Health and Biochemistry
Canadian institutionsWestern University
Fundersnot available
KeywordsMedicineKernicterusHemodialysisExchange transfusionJaundiceBilirubinPediatricsInternal medicineSurgeryGastroenterology

Abstract

fetched live from OpenAlex

Abstract Background and Aims Neonate hyperbilirubinemia usually resolves within 3–5 days without complications however, severe neonatal jaundice (SNJ) is associated with long-term neurocognitive impairment, cerebral palsy, auditory neuropathy, deafness, or death. Globally, at least 481,000 term/near-term neonates are affected by SNJ annually, with 114,000 neonates dying and an additional 63,000 neonates surviving with kernicterus [1,2]. Phototherapy and exchange transfusions prevent/treat SNJ, but these modalities are scarce in some low and lower-middle income countries, where SNJ prevalence is increased due to higher prevalence of glucose-6-phosphate dehydrogenase deficiency, blood group incompatibilities, late referrals, and delayed diagnosis. We aimed to explore a model for allo-hemodialysis (alloHD), a novel potential modality to treat SNJ rapidly and effectively in neonates, possibly avoiding exchange transfusions. Method With alloHD, the neonate's blood flows through hollow fibers of a 0.075 m2 miniature low flux hemodialyzer (pore size 1.2 to 2.2 nm), while the blood of a healthy adult (“buddy”) flows counter-currently through the dialyzer, thus serving as the “dialysate”. Our mathematical model simulates the bilirubin kinetics in alloHD, with neonate and buddy blood flow rates at 15 and 30 mL/min, respectively. In the neonate model, bilirubin conjugation was assumed to be zero, resulting in excess unconjugated bilirubin that binds to albumin and causes SNJ. Bilirubin production rate in neonate and buddy were set to 6 and 3 mg/kg/day, respectively [3]. Buddy bilirubin conjugation rate was calculated to obtain normal steady state bilirubin levels. We only simulated unconjugated bilirubin because the conjugated form is easily excreted. Simulations are performed with neonate and buddy albumin levels of 31 g/L and 43 g/L, respectively. Results Model simulations suggest that 3- to 6-hour alloHD session can reduce neonatal bilirubin levels by >30% (Fig. 1, left panel). Due to the high bilirubin conjugation capacity of an adult's healthy liver, the buddy's bilirubin level increases only transiently during the alloHD session (Fig. 1, right panel). Conclusion Our modeling suggests that a single alloHD session can lower neonatal bilirubin levels effectively. In principle, this bilirubin reduction should lower the risks associated with SNJ, especially kernicterus and possibly avoiding exchange transfusions. Future modeling scenarios will incorporate the improved neonatal liver function over time and additional alloHD schedules.

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: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.703
Threshold uncertainty score0.900

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
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 head0.032
GPT teacher head0.308
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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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".

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Citations0
Published2023
Admission routes1
Has abstractyes

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