Evaluation of a Re-Engineered Discharge Pharmacy Service at a Pediatric Hospital
Bibliographic record
Abstract
As part of my Master of Science in Pharmacy, I have conducted my Personal Research Project within the Children's Hospital of Eastern Ontario (CHEO, Ottawa, Canada). CHEO is a pediatric health and research center which opened its doors on May 17, 1974. Today with more than 6,700 admissions, 7,800 surgeries, 169,600 clinic visits each year, it is also one of the busiest pediatric emergency rooms in the country. CHEO provides leading-edge treatment and compassionate care for more than 70,500 children and youth aged 0 to their 18th birthday, from Ottawa, Eastern Ontario, Western Quebec, Nunavut and parts of Northern Ontario each year. In addition, CHEO is an academic health science center providing education to 2,300 future pediatricians and students in nursing and other health professions. In addition, almost 200 researchers at the CHEO Research Institute's conduct $26 million worth of leading-edge pediatric research.
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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 | 0.010 | 0.033 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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".