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Record W4415453219 · doi:10.1210/jendso/bvaf149.1076

SAT-545 Improving inpatient management of SGLT2i associated Euglycemic Diabetic Ketoacidosis: Insights from The Ottawa Hospital

2025· article· en· W4415453219 on OpenAlexaffabout
Zoe R. O’Neill, Janine Malcolm, Amel Arnaout

Bibliographic record

VenueJournal of the Endocrine Society · 2025
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicDiabetes and associated disorders
Canadian institutionsOttawa HospitalUniversity of Ottawa
Fundersnot available
KeywordsDiabetic ketoacidosisCohortContext (archaeology)Incidence (geometry)Retrospective cohort studyDiabetes mellitusInsulinDiabetes management

Abstract

fetched live from OpenAlex

Abstract Disclosure: Z.R. O'Neill: None. J.C. Malcolm: None. A. Arnaout: None. Background: The widespread use of sodium-glucose cotransporter-2 inhibitors (SGLT2i) in managing type 2 diabetes (T2D) has led to an increasing prevalence of euglycemic diabetic ketoacidosis (eDKA) (1). The overall incidence of eDKA among SGLT2i users is estimated at 0.1% (2), though a more recent cohort study reported a prevalence as high as 0.43% (3). DKA treatment benefits from standardized protocols, which, when well-formulated and physician-driven, have been shown to reduce both the time to DKA resolution and overall hospital stay (4). While general guidelines exist for managing eDKA—including insulin, fluids, electrolytes, and IV dextrose—the optimal management strategies for this specific cohort remain unclear. Furthermore, no large studies have systematically analyzed treatment outcomes for patients with eDKA. Methods: We conducted a retrospective chart review to evaluate the prevalence, characteristics, and management patterns of patients admitted to The Ottawa Hospital (TOH) with SGLT2i-associated eDKA. Time to resolution—defined as the interval from biochemical diagnosis to the resolution of metabolic acidosis—was recorded. Management decisions, including insulin infusion rates and choice of resuscitation fluids, were also analyzed. Results: 61 patients were admitted to TOH with eDKA in the context of recent SGLT2i use. The cohort consisted of 43% female patients, with an average age of 66 years. Empagliflozin was the most commonly prescribed SGLT2i (79%). Most patients presented with mild DKA with only 2 patients presenting with severe acidosis. The median time to resolution using a standard IV insulin protocol was 35 hours. The shortest time spent on an insulin infusion was 9 hours and the longest time was 121 hours. Conclusions: There is limited data guiding the management of SGLT2i-associated eDKA. Larger studies are needed to determine best practices for a condition that is expected to become more prevalent with the continued widespread use of SGLT2 inhibitors. Our data suggest some mild cases of eDKA may respond less intensive insulin treatment. Presentation: Saturday, July 12, 2025

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.244
Threshold uncertainty score0.405

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.002
GPT teacher head0.199
Teacher spread0.197 · 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 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
Published2025
Admission routes2
Has abstractyes

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