Bibliographic record
Abstract
Intensivists may provide initial management to patients with major burns, despite lacking extensive knowledge and experience. Burnsurgery.org is a free website designed to provide comprehensive, up-to-date educational tools for burn care professionals throughout the world. The site is operated by a nonprofit educational group, with editors from Brigham and Women's Hospital in Boston, MA, USA. Potential conflicts of interest are not disclosed, although the site is linked to some commercial sites promoting anabolic and wound care products. Like many health information websites, this site does not report certification by any quality rating organization or adherence to any of the available quality codes of conduct [1]. The site is divided into educational modules, beginning with burn prevention. The most useful sections discuss initial management priorities, including airway assessment, fluid resuscitation, and burn wound size and depth assessment. Overall, the information focuses on resuscitation issues relevant to intensivists and is consistent with current practice. The sample admission order set, which is presented with the rationale for specific orders, is a useful reminder of important initial therapies. Two significant content errors are the failure to caution against cutting the endotracheal tube prior to intubation (in order to prevent disappearance of the tube into the mouth when facial edema becomes massive) and the recommendation to administer intravenous fluids via peripheral veins (which are often impossible to access in a major burn injury and are prone to dislodgement during patient transfer). This section also includes special issues in initial wound management, chemical burns, electrical burns, comanagement of burns and major trauma, and indications for transfer to a burn facility. The site has some limitations. The authors should acknowledge the limited contribution of methodologically robust clinical evidence to most treatment recommendations and the extensive interinstitutional variation in some aspects of care (e.g. wound management). Most of the resuscitation information is not referenced, except for that in the section on burn orders. The discussion of pulmonary issues, such as acute respiratory distress syndrome, is limited and does not incorporate current evidence from the critical care literature. Multiple errors of grammar and spelling distract from the information presented. Although the site appears to be recent, with content posted between 2000 and 2002, the authors do not state the frequency of updating. Finally, it would be very useful to review management recommendations in the context of 'best practices', such as the American Burn Association's practice guidelines for burn care. The website is reasonably functional. Navigation within the site starts from a detailed table of contents on the home page. Similar pages are unfortunately not linked (e.g. initial management to orders), thus requiring a return to the home page to transfer between different sections. This process often entails using the browser's back button because some pages are not linked to the home page. There are no irritating pop-up advertisements or requests for personal information. Most links to other sites are functional. Overall, this site provides an excellent starting point for intensivists involved in the resuscitation and stabilization of burn patients, especially in situations where immediate consultation and transfer to a major burn center is not possible.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.283 | 0.215 |
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 source (direct Gemma or distilled Codex), 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".