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Record W4381376488 · doi:10.2337/db23-446-p

446-P: Antihyperglycemic Medication Initiation after Cardiovascular Hospitalization in Older Adults with Diabetes Increases Hypoglycemia without Improving Survival

2023· article· en· W4381376488 on OpenAlexaboutno aff
Armin Farahvash, Atul Sivaswamy, Husam Abdel‐Qadir, Iliana C. Lega

Bibliographic record

VenueDiabetes · 2023
Typearticle
Languageen
FieldMedicine
TopicPharmaceutical Practices and Patient Outcomes
Canadian institutionsnot available
Fundersnot available
KeywordsMedicineHypoglycemiaHazard ratioDiabetes mellitusMyocardial infarctionProportional hazards modelInternal medicinePopulationStroke (engine)CohortCohort studyType 2 diabetesConfidence intervalEndocrinology

Abstract

fetched live from OpenAlex

Background: The short-term safety and long-term cardiovascular benefits of initiating new antihyperglycemic medications at hospital discharge are unclear, especially for elderly patients with acute cardiovascular disease. This study aimed to determine if initiation of a new diabetes medication is associated with differences in outcomes in this patient population. Methods: This was a population-based cohort study of individuals ≥65 years with diabetes on antihyperglycemic medication who were discharged from a hospitalization for heart failure, acute myocardial infarction, or stroke in Ontario, Canada from April 2011 to March 2019. We categorized individuals based on initiation of a new diabetes medication (initiators) within 30 days of discharge. Primary outcome was a composite of death or cardiovascular hospitalization. Secondary outcome was rate of hypoglycemia. We performed a Cox-regression on a propensity matched cohort. Results: A total of 54,117 individuals were included, with 5,129 (9.5%) initiators and 48,988 (90.5%) non-initiators. Median age was 78 years (IQR 71-84) and 56.7% were male. Matched pair analysis included 4,844 pairs of initiators and non-initiators with standardized differences of ≤0.05 for all baseline variables. Median follow-up was near 2.2 years in both groups. There were no significant differences in the hazard of the composite of death/cardiovascular hospitalization (HR 0.97, 95% CI 0.92-1.02, p=0.18) or the hazard of death (HR 0.98, 95% CI 0.93-1.04, p=0.56). There was a higher risk of hypoglycemia among initiators (113 [2.3%] vs 76 [1.6%]) within one year of follow-up (HR: 1.49, 95% CI 1.12-1.98, p=0.007). Conclusion: Starting a new antihyperglycemic medication in patients with diabetes who are discharged after hospitalization for a cardiovascular event is associated with an increased risk of hypoglycemia but does not reduce mortality or cardiovascular events. Disclosure A.Farahvash: None. A.Sivaswamy: None. H.Abdel-qadir: Other Relationship; AstraZeneca, JAZZ Pharmaceuticals. I.C.Lega: None.

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)0.002
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 score0.015
Threshold uncertainty score0.030

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.000

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 head0.020
GPT teacher head0.282
Teacher spread0.262 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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