Fatal and serious complications associated with cosmetic suction lipectomy
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Liposuction is the most commonly performed cosmetic surgery procedure in the United States. The medical devices and drugs used in the performance of liposuction are regulated by the Food and Drug Administration. Serious liposuction-related complications, including death, are reported in the literature. A review of reported complications and causes of deaths related to liposuction is presented. Prospective studies examining potential risk factors for complications, such as amount of fatty tissue removed and extent of body surface area affected, concomitant surgeries, method of anesthesia, impact of physician training and site of surgery, are needed to clarify the risks involved in liposuction. Studies are required to establish the risk-benefit profile of this procedure to allow patients and physicians to be adequately informed. Adverse events have been under-reported to the Food and Drug Administration despite numerous reports in the medical literature of serious complications associated with the use of medical devices in the performance of liposuction.
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.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it