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Record W4381234414 · doi:10.2337/db23-380-p

380-P: Towards Prevention of Nonsevere Hypoglycemia in Type 1 Diabetes with Oral Glucose at a Higher Blood Glucose Threshold—The REVERSIBLE Trial

2023· article· en· W4381234414 on OpenAlexaboutno aff
Ran Cheng, Nadine Taleb, ZEKAI WU, Virginie Messier, RÉMI RABASA-LHORET

Bibliographic record

VenueDiabetes · 2023
Typearticle
Languageen
FieldMedicine
TopicDiabetes Management and Research
Canadian institutionsnot available
Fundersnot available
KeywordsHypoglycemiaMedicineDiabetes mellitusInternal medicineInsulinType 2 diabetesPlasma glucoseType 1 diabetesEndocrinologyRandomized controlled trialDoseGastroenterology

Abstract

fetched live from OpenAlex

Background: Current guidelines recommend initiating the treatment of non-severe (NS) hypoglycemia with 15g of carbohydrates (CHO) at 15 minutes intervals when blood glucose (BG) reaches <72 mg/dl. Despite this recommendation, NS hypoglycemia management remains challenging for people living with type 1 diabetes (pwT1D) and more optimal treatment strategies are required. We aim to assess the efficacy of 15g of CHO at higher treatment thresholds. Methods: The REVERSIBLE Trial is an open-label, randomized, three interventions x three periods cross-over study. Following inpatient insulin-induced decrease in BG, 16g of oral carbohydrates is administered at a plasma glucose threshold of <72 mg/dl, ≤81 mg/dl or ≤90 mg/dl. The primary outcome is the time (in minutes) spent in hypoglycemia (<72 mg/dl) after the initial correction. Results: Participants (n=29) characteristics are 52% male, 46.8±16.3 years old, BMI of 26.4±3.9 kg/m2, diabetes duration of 26.2±15.9 years, A1c of 53.4±15.5 mmol/mol and 62% insulin pump users. When comparing <72 mg/dl (control) to ≤81 mg/dl and ≤90 mg/dl treatment thresholds, 100% vs. 86% (p=0.1201) vs. 34% (p<0.0001) of participants had hypoglycemia. These hypoglycemic events lasted 26.0±12.6 vs. 17.9±14.7 (p=0.026) vs. 7.1±11.8 (p=0.002) minutes, with a blood glucose nadir of 56.5±9.9 vs. 63.5±7.9 (p=0.008) vs. 73.4±9.7 mg/dl (p=0.002) respectively. In the control group, 69% of participants required more than one treatment to reach or maintain normoglycemia (≥ 72 mg/dl) compared to 52% in the ≤81 mg/dl group and 31% in the ≤90 mg/dl group with no significant rebound hyperglycemia (>180mg/dl) within the first hour. Conclusion: Compared with <72 mg/dl, consuming 16g of oral carbohydrates at ≤81 mg/dl and ≤90 mg/dl shortened the time spent in hypoglycemia, lessened the glucose nadir and reduced the need for repetitive treatments. For some NS episodes, pwT1D could benefit from CHO intake at a higher BG threshold. Disclosure R.Cheng: None. N.Taleb: Consultant; Viatris Inc. Z.Wu: Other Relationship; Eli Lilly and Company. V.Messier: None. R.Rabasa-lhoret: Consultant; Dexcom, Inc., Abbott, Janssen Pharmaceuticals, Inc., Novo Nordisk Canada Inc., Sanofi, Lilly, Tandem Diabetes Care, Inc., Insulet Corporation. Funding JDRF (4-SRA-2018-651-Q-R); Canadian Institutes of Health Research (JT1-157204)

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)0.002
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: Randomized trial · Consensus signal: Randomized trial
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.008
Threshold uncertainty score0.027

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.003
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.002
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 head0.035
GPT teacher head0.295
Teacher spread0.260 · 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 designRandomized trial
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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