NASPGHAN Nutrition University (N2U)
Bibliographic record
Abstract
The North American Society of Pediatric Gastroenterology, Hepatology, and Nutrition (NASPGHAN) developed NASPGHAN Nutrition University (N2U) in 2012 to improve nutrition education for pediatric gastroenterology providers. A total of 543 providers (physicians, registered dietitians, and advanced practice nurses) have applied to N2U and 285 have attended this 2-day course. We used survey methodology to compare attendees to applicants who did not attend. Course attendees reported more confidence than nonattendees in the nutritional management of patients with short bowel syndrome, feeding disorders, and gastrointestinal allergies, even though they were seen at similar frequency in both groups. Eighty-eight percent of attendees disseminated the information they learned at N2U through venues such as grand rounds or guideline/policy development. These results demonstrate the benefit of N2U in enhancing nutrition education for pediatric gastroenterology practitioners.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.027 | 0.004 |
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".