Congratulatory Remarks: Children's Hospital and Child Health Perspectives
Bibliographic record
Abstract
*Corresponding author. Department of Pediatrics, Saint Mary’s Hospital, Luodong, Yilan, Taiwan. E-mail: hclue@smh.org.tw The grand opening of the National Taiwan University (NTU) Children’s Hospital takes place on the 27th of December 2008, marking a milestone in the history of child health care in Taiwan. On this epoch-making occasion, I would like to extend my cordial congratulations and best wishes to all the staff of the Hospital. Children under the age 18 in Taiwan, totalling 5,311,421, at the and of 2007, represent one quarter of Taiwan’s population.1 Children today are the masters of tomorrow. They are entitled to our special care and assistance.2,3 It is timely, therefore, to discuss the mission of the NTU Children’s Hospital and explore some current and future child health issues.
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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 | 0.004 | 0.012 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.002 |
| Scholarly communication | 0.004 | 0.005 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.012 | 0.022 |
| Insufficient payload (model declined to judge) | 0.024 | 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".