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Record W4387358332 · doi:10.1210/jendso/bvad114.745

THU310 A Presentation Of Diabetic Ketoacidosis In Gestational Diabetes

2023· article· en· W4387358332 on OpenAlexaff
Carly Yim, Selina Liu, Tamara Spaic

Bibliographic record

VenueJournal of the Endocrine Society · 2023
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicDiabetes and associated disorders
Canadian institutionsSt Joseph's Health CareWestern University
Fundersnot available
KeywordsMedicinePolyuriaGestational diabetesPolydipsiaDiabetes mellitusPregnancyDiabetic ketoacidosisObstetricsInternal medicineKetoacidosisEndocrinologyMetforminGestationType 1 diabetes

Abstract

fetched live from OpenAlex

Abstract Disclosure: C. Yim: None. S.L. Liu: None. T. Spaic: None. Diabetic ketoacidosis (DKA) is a diabetic emergency characterized by wide anion gap acidosis, presence of ketones (in serum and/or urine) and, frequently, uncontrolled hyperglycemia. In pregnancy, DKA more commonly occurs in women with pre-existing diabetes, usually type 1 diabetes, and is exceptionally rare in women with gestational diabetes mellitus (GDM). We report a case of a 37-year-old woman in her second pregnancy who presented to hospital with DKA at 29+3 weeks gestation shortly after diagnosis of GDM 4 days earlier. In her first pregnancy, she was diagnosed with GDM at 28 weeks, required treatment with metformin at 35 weeks, which she stopped postpartum. She conceived her second pregnancy 3 months postpartum so was not screened for diabetes postpartum. In her second pregnancy, there was no evidence of diabetes on early antenatal labwork at 7 weeks: Hemoglobin A1c (HbA1c) 5.6%, random glucose 3.6 mmol/L. Early GDM screening at 21+1 weeks with 75 gram oral glucose tolerance test (OGTT) was normal: fasting glucose 4.4 mmol/L 1-hour glucose 9.0 mmol/L, 2-hour glucose 6.5 mmol/L. She presented to hospital at 29+3 weeks gestation with a 2-day history of polyuria, polydipsia, dizziness, and decreased oral intake without nausea or vomiting. Four days prior to presentation, she was diagnosed with GDM on a 75g OGTT (fasting glucose 6.2 mmol/L, 1-hour glucose 15.1 mmol/L, 2-hour glucose 11.9mmol/L). Admission labwork showed serum glucose 34.8 mmol/L, anion gap 18, pH 7.29, bicarbonate 17 and beta-hydroxybutyrate 2.97. She was treated with IV fluids and insulin and initiated on multiple daily injections of insulin. Other than pregnancy, no clear precipitating factor was found. HbA1C was 6.4%, serum insulin and C-peptide levels were inappropriately low at 22 pmol/L and 296 pmol/L respectively. Her anti-glutamic acid decarboxylase and anti-islet cell antibodies were negative. Lipase was mildly elevated at 226U/L but improved to 144U/L with treatment. Abdominal ultrasound did not demonstrate any findings suggestive of acute pancreatitis. Her 24-hour urinary free cortisol was 366 nmol and 442 nmol, both within normal trimester-specific range. Her salivary cortisol was in the normal range (10.5nmol and 10.9nmol). Following discharge, she remained significantly insulin resistant with suboptimal glycemic control (total daily insulin requirements ∼3.5 units/kg/day, HbA1C 7.9% at 35+6 weeks). Due to increased insulin resistance in pregnancy, DKA can progress more rapidly compared to nonpregnancy. Given increased rates of perinatal morbidity and mortality associated with DKA, treatment and monitoring should be promptly initiated. A high index of suspicion is especially important given that DKA is a rare presentation in GDM. Other precipitating factors of newly decompensated diabetes should also be ruled out. Presentation: Thursday, June 15, 2023

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)0.000
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: Case report
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.026

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0080.001

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 head0.249
Teacher spread0.242 · 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 designCase report
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 routes1
Has abstractyes

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