Discovery of Insulin is a Great Achievement for the Diabetes Patients
Bibliographic record
Abstract
Before the discovery of insulin, a diabetes patient must face an unavoidable death sentence. The discovery of insulin is a milestone in medical science, and it is really a revolutionary work for the welfare of the diabetes patients. In parallel it creates controversies and disputes among scholars; and disappointments, failures, and hopes in the way of discovery. The leading work to the discovery of insulin has been started in 1921 by the Canadian medical scientist and physician Frederick Grant Banting, who had no research experience, no publications, and not even a doctorate degree. He has started research through the supervision of Professor John James Richard Macleod; with two lab assistants of the bachelor degree students named Charles Herbert Best, and Edward Clark Noble, and ten dogs as experimental devices. The first applications of insulin in human body became possible in 11 January 1922 on Leonard Thompson, a 14-year-old boy who was suffering from diabetes mellitus. This study tries to discuss the aspects of discovery of insulin and the further continuous development of it for the welfare of the diabetes patients.
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 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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| 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".