Long-term mortality after admission to hospital for trauma: A review
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Trauma is associated with significant acute morbidity and mortality. However, advances in the delivery of trauma care have resulted in considerable improvements in the short-term mortality from trauma. Recent studies have shown that survivors of trauma are at significant risk of delayed long-term mortality that is above that expected for a similar uninjured cohort of patients. Few studies have provided a detailed analysis of the determinants of this increased risk of death, and even fewer publications have examined the causes of death in these patients. This information is relevant because an increased number of patients will survive their injuries as acute trauma care continues to improve. It may also highlight opportunities for interventions that reduce the risk of delayed death in a population of patients that is generally young and healthy at the time of injury. As such, this article will review the literature on the long-term mortality rate and its determinants among patients who are hospitalized for severe injuries.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| 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) | 0.002 | 0.001 |
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 it