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Record W2748386152 · doi:10.1089/dia.2017.0134

Effect of Dapagliflozin on Glycemic Control, Weight, and Blood Pressure in Patients with Type 2 Diabetes Attending a Specialist Endocrinology Practice in Canada: A Retrospective Cohort Analysis

2017· article· en· W2748386152 on OpenAlexaffabout
Ruth E. Brown, Nikhil Gupta, Ronnie Aronson

Bibliographic record

VenueDiabetes Technology & Therapeutics · 2017
Typearticle
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsLMC Diabetes & Endocrinology (Canada)Diabetes Canada
FundersNovo NordiskEli Lilly and Company
KeywordsMedicineDapagliflozinGlycemicBlood pressureType 2 diabetesInternal medicineDiabetes mellitusBody mass indexGlycated hemoglobinEndocrinology

Abstract

fetched live from OpenAlex

BACKGROUND: In randomized clinical trials, dapagliflozin has been shown to improve glycemic control, weight, and blood pressure. However, there is little real-world evidence of the effectiveness of dapagliflozin. The objective of this study is to investigate the real-world treatment outcomes of patients with type 2 diabetes (T2D) who initiated dapagliflozin in a referral-based endocrinology practice. METHODS: This study was a retrospective cohort analysis of patients with T2D who initiated dapagliflozin in 2015, using data from a large, specialist diabetes registry in Canada. RESULTS: 1520 patients were eligible for analysis. Following 3 to 6 months of treatment, hemoglobin A1c (HbA1c) decreased by a mean of 0.9% ± 1.3% (9.8 ± 14.2 mmol/mol) (P < 0.01), weight decreased 2.2 ± 3.1 kg (P < 0.01), and systolic blood pressure decreased 3.7 ± 14.3 mmHg (P < 0.01). The proportion of patients who achieved glycemic control (HbA1c ≤7.0%) increased from 7.0% at baseline to 27.0% during follow-up. There was also a statistically significant decrease from baseline in body mass index, diastolic blood pressure, fasting glucose, total cholesterol, low-density lipoprotein cholesterol, triglycerides, alanine aminotransferase, and the proportion of patients with microalbuminuria (P < 0.01). A higher baseline HbA1c, shorter duration of diabetes, male gender, and greater weight loss were each independently associated with a greater reduction in HbA1c (P < 0.01). CONCLUSIONS: In a real-world clinical setting in Canada, dapagliflozin produced significant improvements in HbA1c, weight, and blood pressure in patients with T2D, comparable to that seen in randomized clinical trials.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.239
Threshold uncertainty score0.481

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.003
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.004
GPT teacher head0.232
Teacher spread0.228 · 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 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

Citations35
Published2017
Admission routes2
Has abstractyes

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