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Record W2089560299 · doi:10.3810/pgm.2010.01.2108

Reaching HbA<sub>1c</sub>Goals with Saxagliptin in Combination with Other Oral Antidiabetic Drugs

2010· review· en· W2089560299 on OpenAlexaboutno aff
James LaSalle

Bibliographic record

VenuePostgraduate Medicine · 2010
Typereview
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsnot available
FundersAstraZeneca
KeywordsSaxagliptinMedicineGlycemicType 2 diabetesVildagliptinHypoglycemiaPostprandialTolerabilityDiabetes mellitusGlycated hemoglobinDipeptidyl peptidase-4 inhibitorInternal medicineMetforminPharmacologyEndocrinologyAdverse effectSitagliptin

Abstract

fetched live from OpenAlex

A large percentage of individuals with type 2 diabetes in the United States are not reaching their glycemic goals. In response to data from large outcomes trials and newer classes of therapeutic agents, various organizations and opinion-forming bodies recently updated their clinical practice recommendations for type 2 diabetes. The recommendations, as set by the American Diabetes Association (ADA)/European Association for the Study of Diabetes (EASD), the American Association of Clinical Endocrinologists/American College of Endocrinology, and the Canadian Diabetes Association, are similar in their emphasis on lifestyle modification and the importance of treating fasting and postprandial glucose, both of which are significant contributors to achieving glycated hemoglobin (HbA1c) targets. However, the recommendations differ in focus, depth, and specific treatment approaches. With the exception of the ADA/EASD consensus, dipeptidyl peptidase-4 (DPP-4) inhibitors have been included as alternative first- or second-line therapy due, in part, to their glucose-dependent mechanism of action that complements the actions of other oral antidiabetic drugs (OADs). The DPP-4 inhibitor, saxagliptin, demonstrates significant glycemia-lowering effects as monotherapy and in combination therapy, is weight neutral and well tolerated, and has a low risk of hypoglycemia. The added efficacy of saxagliptin in combination with other OADs in improving glycemic parameters has resulted in a significant proportion of patients achieving an HbA1c <7% versus monotherapy or active comparator. Combination therapy with saxagliptin can thus offer a potential advantage in achieving glycemic goals for the majority of patients with type 2 diabetes without additional tolerability concerns.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.985
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.302
Teacher spread0.271 · 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 designOther design
Domainnot available
GenreReview

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

Citations10
Published2010
Admission routes1
Has abstractyes

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