MétaCan
Menu
Back to cohort
Record W2828900474 · doi:10.1213/xaa.0000000000000734

When Guidelines Fail: Euglycemic Diabetic Ketoacidosis After Bariatric Surgery in a Patient Taking a Sodium–Glucose Cotransporter-2 Inhibitor: A Case Report

2018· article· en· W2828900474 on OpenAlexaff
Sophia Lane, David Paskar, Shatha Hamed, Alberto Goffi

Bibliographic record

VenueA&A Practice · 2018
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsUniversity Health NetworkUniversity of Toronto
Fundersnot available
KeywordsCanagliflozinMedicineDiabetic ketoacidosisPerioperativeKetoacidosisDiabetes mellitusCotransporterType 2 diabetesSurgeryType 2 Diabetes MellitusIntensive care medicineAnesthesiaEndocrinologySodiumType 1 diabetes

Abstract

fetched live from OpenAlex

A 42-year-old woman with diabetes mellitus type 2 treated with the sodium-glucose cotransporter-2 inhibitor canagliflozin underwent elective bariatric gastric bypass. The canagliflozin was held for 24 hours preoperatively. She physiologically decompensated on postoperative day 2. Ultimately, she was diagnosed with euglycemic diabetic ketoacidosis that required intensive care management. This diagnosis was challenging to make as the patient never became hyperglycemic. We use this case to discuss the pharmacology and potential risk of perioperative sodium glucose cotransporter-2 inhibitor administration and to advocate for revision of current guidelines regarding the perioperative management of these agents.

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)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Case report · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.790
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.031
GPT teacher head0.298
Teacher spread0.266 · 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 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

Citations18
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueA&A PracticeSame topicDiabetes Treatment and ManagementFrench-language works237,207