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Record W2803869903 · doi:10.2337/dci18-0018

A1C Targets Should Be Personalized to Maximize Benefits While Limiting Risks

2018· editorial· en· W2803869903 on OpenAlexaff
Matthew C. Riddle, Hertzel C. Gerstein, Rury R. Holman, Silvio E. Inzucchi, Bernard Zinman, Sophia Zoungas, William T. Cefalu

Bibliographic record

VenueDiabetes Care · 2018
Typeeditorial
Languageen
FieldMedicine
TopicDiabetes Treatment and Management
Canadian institutionsLunenfeld-Tanenbaum Research InstituteMount Sinai HospitalHamilton Health SciencesUniversity of TorontoMcMaster UniversityPopulation Health Research Institute
Fundersnot available
KeywordsMedicineDiabetes mellitusLife expectancyIntensive care medicineGlycated hemoglobinDiseaseMEDLINEOddsType 2 diabetesFamily medicineGerontologyInternal medicinePopulation

Abstract

fetched live from OpenAlex

A set of guidance statements recently published by the American College of Physicians (ACP) advocates relaxation of goals for control of glycated hemoglobin (A1C) by people with type 2 diabetes (T2D) (1). This publication advises that “clinicians should reevaluate HbA1c levels and revise treatment strategies on the basis of changes in the balance of benefits and harms.” Specifically, it proposes reducing pharmacotherapy for any person when A1C is <6.5%, seeking a level between 7 and 8% for “most patients,” and aiming only to minimize symptoms without any specific A1C goal for those over age 80 years or with chronic medical conditions likely to limit life expectancy. These recommendations are at odds with those of other professional organizations, including the American Diabetes Association (ADA) (2–5). We believe the ACP recommendations fail to consider several important bodies of scientific evidence, and if they are widely adopted in clinical practice, the recent progress in management of diabetes may be threatened. Each of the ACP’s recommendations requires specific comments. These will be followed by a more general discussion of our concerns. The ACP’s main justification for decreasing therapy whenever A1C is <6.5% is the Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial’s finding of ∼20% increased mortality—mostly from cardiovascular (CV) events—when the median A1C attained by intensive treatment was 6.4% (6). However, this generalized advice does not acknowledge experience in other trials. In contrast to ACCORD, the Action in Diabetes and Vascular Disease: Preterax and Diamicron MR Controlled Evaluation (ADVANCE) trial (7) and the Veterans Affairs Diabetes Trial (VADT) (8), which similarly enrolled high-risk patients and sought A1C levels <7%, did not show increased short-term CV risk or mortality. Importantly, the newly diagnosed, low-risk participants in the UK Prospective Diabetes Study (UKPDS) also showed no tendency toward increased early mortality …

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Editorial · Consensus signal: Editorial
Teacher disagreement score0.058
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.001

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 head0.047
GPT teacher head0.300
Teacher spread0.253 · 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 designNot applicable
Domainnot available
GenreEditorial

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

Citations53
Published2018
Admission routes1
Has abstractyes

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