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Management of Hyperglycemia in Type 2 Diabetes: A Consensus Algorithm for the Initiation and Adjustment of Therapy

2006· article· en· 1,212 citations· W2153449155 on OpenAlex· 10.2337/dc06-9912

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

Canadian affiliationAn author listed a Canadian institution. This is the only route the usual frame has.

Classifier prediction

metacan-v1-d91a1de5be90

Predictions imitate two machine teachers. Scores are not calibrated prevalence probabilities.

Classifier candidate
Non-randomized trialObservationalSimulation or modelling
Classifier consensus
Observational
Teacher imitation scores

Codex

Other design0.929
Observational0.059
Simulation or modelling0.003
Randomized trial0.001
Not applicable0.001
Meta-analysis0.001
Case report0.000
Qualitative0.000
Bibliometrics0.000
Systematic review0.000
Bench or experimental0.000
Meta-epidemiology (narrow)0.000
Non-randomized trial0.000
Meta-epidemiology (broad)0.000
Research integrity0.000
Theoretical or conceptual0.000
Metaresearch0.000
Science and technology studies0.000
Scholarly communication0.000
Open science0.000

Gemma

Observational0.446
Simulation or modelling0.024
Not applicable0.004
Non-randomized trial0.003
Randomized trial0.001
Qualitative0.001
Meta-analysis0.001
Bench or experimental0.000
Systematic review0.000
Case report0.000
Theoretical or conceptual0.000
Bibliometrics0.000
Meta-epidemiology (narrow)0.000
Meta-epidemiology (broad)0.000
Science and technology studies0.000
Scholarly communication0.000
Research integrity0.000
Metaresearch0.000
Open science0.000

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.013
GPT teacher head0.247
Teacher spread
0.234 how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

The epidemic of type 2 diabetes in the latter part of the 20th and in the early 21st century, and the recognition that achieving specific glycemic goals can substantially reduce morbidity, have made the effective treatment of hyperglycemia a top priority (1–3). While the management of hyperglycemia, the hallmark metabolic abnormality associated with type 2 diabetes, has historically had center stage in the treatment of diabetes, therapies directed at other coincident features, such as dyslipidem…

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.