Use of Glucose Meters to Establish a Cutpoint for Nonperformance of an Oral Glucose Tolerance Test
Bibliographic record
Abstract
Although the use of the oral glucose tolerance test (OGTT) for the routine diagnosis of diabetes mellitus is discouraged in recent practice standards, physicians continue to order the OGTT, sometimes as an initial screening test for diabetes mellitus. Measuring a fasting glucose level before administration of the oral glucose solution in an OGTT can be performed and the result used to discontinue the OGTT in many patients with diabetes mellitus. In a hospital setting, a rapid plasma glucose value can be obtained relatively easily in the central laboratory. However, in a community setting with many practice locations, alternative methods for obtaining a rapid glucose screen must be used. We report the results of a program involving the use of capillary blood glucose meters to screen patients before an OGTT. We also established a cutoff value for the capillary glucose test above which an OGTT should not be performed.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".