National Burn Repository 2006: A Ten-Year Review
Bibliographic record
Abstract
Journal Article National Burn Repository 2006: A Ten-Year Review Get access Barbara A. Latenser, MD, FACS, Barbara A. Latenser, MD, FACS *University of Iowa Hospitals and Clinics, Iowa City, Iowa 1Address correspondence to Barbara A. Latenser, MD, FACS, UIHC-Department of Surgery 8322 JCP 200 Hawkins Drive, Iowa City, Iowa 52242-1086. Search for other works by this author on: Oxford Academic Google Scholar Sidney F. Miller, MD, FACS, Sidney F. Miller, MD, FACS †The Ohio State University, Columbus, Ohio Search for other works by this author on: Oxford Academic Google Scholar Palmer Q. Bessey, MD, FACS, Palmer Q. Bessey, MD, FACS ‡New York Presbyterian Hospital, New York, New York Search for other works by this author on: Oxford Academic Google Scholar Susan M. Browning, MPH, Susan M. Browning, MPH §American Burn Association, Chicago, Illinois Search for other works by this author on: Oxford Academic Google Scholar Daniel M. Caruso, MD, Daniel M. Caruso, MD ‖Arizona Burn Center, Maricopa Medical Center, Phoenix, Arizona Search for other works by this author on: Oxford Academic Google Scholar Manuel Gomez, MD, MSc, Manuel Gomez, MD, MSc ¶Ross Tilley Burn Center, Toronto, Ontario, Canada Search for other works by this author on: Oxford Academic Google Scholar James C. Jeng, MD, FACS, James C. Jeng, MD, FACS #Washington Hospital Burn Center, Washington, DC Search for other works by this author on: Oxford Academic Google Scholar John A. Krichbaum, JD, John A. Krichbaum, JD §American Burn Association, Chicago, Illinois Search for other works by this author on: Oxford Academic Google Scholar Christopher W. Lentz, MD, FACS, Christopher W. Lentz, MD, FACS **University of Rochester Medical Center, Rochester, New York Search for other works by this author on: Oxford Academic Google Scholar Jeffrey R. Saffle, MD, FACS, Jeffrey R. Saffle, MD, FACS ††University of Utah School of Medicine, Salt Lake City, Utah Search for other works by this author on: Oxford Academic Google Scholar ... Show more Michael J. Schurr, MD, FACS, Michael J. Schurr, MD, FACS ‡‡University of Wisconsin Hospitals and Clinics, Madison, Wisconsin Search for other works by this author on: Oxford Academic Google Scholar David G. Greenhalgh, MD, FACS, Ex officio, David G. Greenhalgh, MD, FACS, Ex officio aShriner's Hospital for Children, Sacramento, California Search for other works by this author on: Oxford Academic Google Scholar Richard J. Kagan, MD, FACS, Ex officio Richard J. Kagan, MD, FACS, Ex officio bShriner's Hospital for Children Cincinnati, Ohio Search for other works by this author on: Oxford Academic Google Scholar Journal of Burn Care & Research, Volume 28, Issue 5, September-October 2007, Pages 635–658, https://doi.org/10.1097/BCR.0B013E31814B25B1 Published: 01 September 2007
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| 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 | 0.003 |
| 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".