Bibliographic record
Abstract
El traumatismo torácico es la segunda causa de muerte por trauma en niños. Es causado por mecanismos de alta energía, principalmente accidentes de tránsito, siendo frecuentes las lesiones multisistémicas, lo que aumenta su gravedad. Un manejo adecuado requiere conocer y entender como la anatomía, fisiología y los patrones de las lesiones cambian a distintas edades y difieren del comportamiento en adultos. Los traumatismos de tórax pediátricos son mayormente contusos aumentando los traumatismos penetrantes en adolescentes.
 Las lesiones más comunes son la contusión pulmonar, hemotórax, neumotórax y fracturas costales las cuales pueden coexistir. Las lesiones de vía aérea, corazón y grandes vasos son raras pero muy graves. La mayoría de los traumatismos torácicos se resuelven con medidas de soporte hemodinámico, respiratorio y drenaje pleural. Es vital reconocer en evaluación inicial aquellas lesiones potencialmente letales, que no dan tiempo a evaluación radiológica.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 0.006 |
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".