The importance of child and youth death review
Bibliographic record
Abstract
The mandate of a formal child death review (CDR) system is to advance understanding of how and why children die, to improve child health and safety, and to prevent deaths and injuries in the future. Areas in which CDR has provided valuable information and/or intervention include sudden death in infancy, unintentional injuries (the leading cause of death in Canadian children and youth one to 19 years of age), suicide in youth, and deaths due to homicide or child maltreatment. When collected systematically using common definitions, information regarding deaths in children and youth can help with understanding the scope of problems. Information about the context of a death can inform potential prevention or intervention activities. CDR can improve medical and mental health best practices, child welfare policies and procedures, and legislation and education relevant to public health and safety. In the United States, the United Kingdom, Australia and New Zealand, CDR processes are mandated by legislation. In Canada, death review teams have diverse structures and functions, and the CDR system is less well developed. The present statement addresses the need for formal, organized child and youth death review in Canada to help strengthen and systemize injury and death prevention efforts.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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".