Toward Targeted Early Burn Care
Bibliographic record
Abstract
During the year 2011, a survey was performed to describe current practices throughout Europe regarding three critical issues of acute burn care, namely fluid resuscitation, nutrition, and burn wound excision strategy. Thirty-eight questionnaires returned by burn centres from 17 different European countries were analyzed. The survey shows that Parkland remains the most commonly used formula to determine fluid needs in adults. All respondent centers use urine output to guide fluid resuscitation. While early excision of deep burns is the rule among centers, burn depth assessment by laser Doppler imaging is used in only a few centers. Indirect calorimetry and Toronto formula to estimate energy requirements do not have unanimous backing from respondents. Current literature encourages clinicians to move forward targeted and individualized therapies using a bundle of basic and advanced hemodynamic parameters, indirect calorimetry, and laser Doppler imaging. The results of this study suggest that such an approach is not common yet, and reinforce the subsequent need for large clinical trials that would evaluate the impact of such guided therapies to provide recommendations with a significant level of evidence.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".