Bibliographic record
Abstract
BC Children's Hospital (BCCH) cares for the province's most acutely ill or injured children and youth and pediatric patients with chronic medical disorders, and provides developmental and rehabilitation services to children and youth throughout BC.Sunny Hill Health Centre for Children (SHHC), a leading provincial facility offering specialized services to children and youth with developmental disabilities from birth to age 19, works collaboratively with BCCH.SHHC focuses on the child and their family while supporting health care professionals in their community.BCCH also operates a wide number of specialized health programs, is a leading acute care teaching facility, and conducts research to advance health and care through the BCCH Research Institute and in partnership with the University of British Columbia.BCCH and BCWH are programs of the Provincial Health Services Authority (PHSA) which plans, manages and evaluates specialty and province-wide health care services across BC.PHSA embodies values that reflect a commitment to excellence.These include: Respect people • Be compassionate • Dare to innovate • Cultivate partnerships • Serve with purposeThe University of British Columbia (UBC) is Canada's third largest univeristy and consistently ranks among the 40 best universities in the world.Primarily situated in Vancouver, UBC is a research-intensive university and has an economic impact of $4 billion to the provincial economy.
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 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 | 0.000 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.327 | 0.042 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".