LETTERS TO THE EDITOR
Bibliographic record
Abstract
Letters to the Editor Get access Paul B. Pencharz, MB, ChB, PhD, Paul B. Pencharz, MB, ChB, PhD Divisions of Clinical Nutrition, Gastroenterology and Chest, and the Research Institute The Hospital for Sick Children 555 University Ave Toronto, Ontario, Canada M5G 1X8 Search for other works by this author on: Oxford Academic PubMed Google Scholar Glenn Berall, MD, Glenn Berall, MD Divisions of Clinical Nutrition, Gastroenterology and Chest, and the Research Institute The Hospital for Sick Children 555 University Ave Toronto, Ontario, Canada M5G 1X8 Search for other works by this author on: Oxford Academic PubMed Google Scholar Mary Corey, MSc, Mary Corey, MSc Divisions of Clinical Nutrition, Gastroenterology and Chest, and the Research Institute The Hospital for Sick Children 555 University Ave Toronto, Ontario, Canada M5G 1X8 Search for other works by this author on: Oxford Academic PubMed Google Scholar Peter Durie, MD, Peter Durie, MD Divisions of Clinical Nutrition, Gastroenterology and Chest, and the Research Institute The Hospital for Sick Children 555 University Ave Toronto, Ontario, Canada M5G 1X8 Search for other works by this author on: Oxford Academic PubMed Google Scholar Nachum Vaisman, MD Nachum Vaisman, MD Divisions of Clinical Nutrition, Gastroenterology and Chest, and the Research Institute The Hospital for Sick Children 555 University Ave Toronto, Ontario, Canada M5G 1X8 Search for other works by this author on: Oxford Academic PubMed Google Scholar Nutrition Reviews, Volume 47, Issue 1, January 1989, Pages 31–32, https://doi.org/10.1111/j.1753-4887.1989.tb02750.x Published: 01 January 1989
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) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.003 |
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".