Bibliographic record
Abstract
Sir: I read with interest the editorial by Dr. Nahabedian published in the December 2006 issue of Plastic and Reconstructive Surgery. 1 It has always been a thought in my mind as to what defines plastic surgery as a specialty, especially when teaching undergraduate medical students. Unlike neurosurgery or cardiothoracic surgery, it is not defined by any specific anatomical area, and unlike pediatric surgery, it is not defined by a specific patient population. Plastic surgery is indeed a specialty defined by the techniques used. It tries to restore form and function to those unfortunate patients who have lost it through disease or injury, and in some cases it tries to improve on normalcy and aim for perfection. From the editorial, it appears to be at a disadvantage, since other specialties can “invade” plastic surgery, but it is my feeling that this can well be turned into an advantage. Plastic surgery is not defined by an anatomical area; therefore, plastic surgeons are qualified to operate in areas that are perceived to be the realms of other specialties, as long as their skills are useful there. I remember attending a lecture given by Professor Zuker from Canada in which he talked about his experience as a microsurgeon in helping cardiothoracic surgeons with pediatric coronary artery anastomoses and hepatic surgeons with vascular anastomosis in children. Joseph Murray, who performed the first renal transplant, is indeed a plastic surgeon. As for the cosmetic private practice, which every other specialty wants to have a go at, most patients perceive cosmetic surgery to be within the realms of plastic surgery. I do not think any watertight boundaries are possible with operations that can be performed by many specialties, and as long as these surgeons are suitably trained, they should be able to carry out these operations with safety. The problem, as Dr. Nahabedian has correctly pointed out, is that many of them are not suitably trained and pose a risk to the patients. Rajive Mathew Jose, F.R.C.S. Department of Plastic Surgery Selly Oak Hospital Raddlebarn Road Birmingham, West Midlands B29 6JD, United Kingdom [email protected]
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 | 0.004 | 0.017 |
| Meta-epidemiology (narrow) | 0.003 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.002 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.009 | 0.008 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.011 | 0.025 |
| Insufficient payload (model declined to judge) | 0.005 | 0.004 |
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".