Social Complexity and Risk for Pediatric Burn Injury: A Systematic Review
Bibliographic record
Abstract
Social complexity in health outcomes has been attributed to greater risk of injury, adverse health consequences, and early death in a variety of populations. To determine what social complexity factors associated with burn injury in children, a systematic review of the literature was performed. Two different databases (PubMed and SCOPUS) were searched for articles related to environmental and social determinants of burn injury. Selected literature examined social complexity factors to establish the strength of evidence in relation to incidence of burn injury in children. The extent of factors and the most common social complexities were reviewed. The 641 manuscripts found in PubMed and 327 from SCOPUS were initially reviewed for duplication and English language. Subsequently, manuscripts were selected for relevance based on titles followed by abstracts. Forty-seven manuscripts were reviewed in their entirety. The literature supports a relationship between an increased incidence of pediatric burns in lower income families, children with behavioral disorders, fewer years of parental education and children residing in a rural setting. The majority of reports came from Europe followed by Australia, and scattered information from other countries. Social complexity factors in the environment of the child are associated with an increased risk of burn injury in children. The literature supports the influence of lower income, lower parental education, behavioral disorders and living rurally with an increased incidence of injury. By identifying children at increased risk, it is possible to develop targeted burn prevention and education programs to mitigate burn injury.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.006 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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".