The Complications of Polyacrylamide Hydrogel Augmentation Mammoplasty
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
The use of polyacrylamide hydrogel (PAAG) as an injectable filler for breast augmentation has fallen out of popularity since its first use in the 1980s but has produced an increasing patient population presenting with complications related to PAAG injections. Polyacrylamide hydrogel use was popularized most notably in China, Russia, and Iran. However, given immigration trends and medical tourism, PAAG-related complications have become increasingly more common in North America. These complications can be difficult to treat, often necessitating complex surgery that includes gel removal, debridement procedures, and often breast reconstruction. Approaches to surgical treatment and subsequent breast reconstruction are not universally defined primarily because of the limited knowledge about this group of patients. This article presents the option of autologous free flap reconstruction for a patient with extensive muscular involvement and aims to summarize complications and risks associated with PAAG through case report and a review of the literature.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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