A Day in the Life of Person Who Has Had Type 1, “Juvenile Onset, Insulin Dependent” Diabetes Mellitus (T1DM) for 57 Years
Bibliographic record
Abstract
How we manage T1DM has changed dramatically and significantly over the past 57 years. The information I have detailed below is my perspective on how my family and I monitored and treated my T1DM 57 years ago as we were taught by the amazing nursing staff at Resurrection Hospital. Great strides with T1DM have been made since starvation diets and with the discovery of insulin 100 years ago: the discovery of insulin at the Department of Physiology, University of Toronto, Canada, in 1921-22 was one of the most dramatic events in the history of therapeutics. Insulin’s impact was so exciting and sensational because of the incredible effect it had on Type 1 patients with diabetes-truly a miracle of medicine in the 20th century. Frederick Banting and Charles Best won the Nobel Prize in 1922: “called one of the greatest achievements of modern medicine”.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.008 | 0.006 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.012 |
| Insufficient payload (model declined to judge) | 0.009 | 0.007 |
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 source (direct Gemma or distilled Codex), 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".