The Liver, Glucose Homeostasis, and Insulin Action in Type 2 Diabetes Mellitus
Bibliographic record
Abstract
Diabetes, and in particular type 2 diabetes (T2DM), is considered clinically unequivocal when fasting hyperglycemia supervenes. However, it has long been clear that this is a final manifestation of a process that has evolved over a long period of time, perhaps even from early fetal development (1). More proximally, fasting hyperglycemia is preceded by impaired glucose tolerance (2). These lesions in tum are foreshadowed by a variety of cellularlbiochemical abnormalities (deviations) that can be detected in subjects (or animal models) who are at risk for the development of diabetes. It has been noted that if science had focused on lipid instead of glucose metabolism in addressing the etiology of diabetes, a similar spectrum of deficiencies would have been detected in these pathways (3). Similarly, early lesions in insulin secretion have also been described by a number of investigators (e.g., 4–6). This serves to point out, not the difficulty of the detection of the first step in the development of diabetes, but rather the (network of) linkages that exist between all aspects of metabolism at the systemic level.
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How this classification was reachedexpand
Direct model labels (unvalidated)
Per-model category and study-design labels from the labeling rounds. They are machine output, unvalidated, and the disagreement between models ships as data. No study design here is MEDLINE-validated yet.
| Model arm | Categories | Study design | Confidence |
|---|---|---|---|
| gemma | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Not applicable | low |
| gpt | no category Domain: not available · Genre: Review About the Canadian research system: no · About a Canadian topic: no | Other design | low |
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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, unvalidatedLabeled directly by 2 models reading the full record.
The models disagree on parts of this classification; every voice is preserved in the section at the end of the page.
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".