Acidentes na infância e adolescência: uma revisão bibliográfica
Bibliographic record
Abstract
This study aims at reviewing the literature on accidents among young under the age of 15. Throughout Brazil, lesions and poisonings are responsible for 5 to 6 percent of total internments by the National Health System (SUS), generating 8 percent of the total hospital internment expenses. Sweden and Italy are the countries that have the lowest mortality rates related to external causes among youngsters under the age of 15. The rates of Denmark, Germany and Japan are regarded as intermediate. France, Belgium, Austria and Canada are regarded as countries with high mortality rates related to external causes among youngsters under the age of 15. Brazil together with the United States, Portugal, Mexico and Korea are considered countries with very high mortality rates related to childhood accidents, needing preventive actions. Furthermore, studies reinforce the importance of recognizing the nature and reality of childhood accidents in order to form a diagnosis that helps elaborate and accomplish specific prevention policies.
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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 | 0.008 | 0.004 |
| Meta-epidemiology (narrow) | 0.003 | 0.002 |
| Meta-epidemiology (broad) | 0.008 | 0.004 |
| Bibliometrics | 0.004 | 0.006 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 0.008 |
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; both teacher heads 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".