Bibliographic record
Abstract
During the past decade, more esthetic surgery has been performed on male patients compared with the past. The most common request has been for improvements in the chest, ‘love handles‘ and abdomen. In the youthful male, the musculature, breast tissue and nipple areolar complex are quite tight. As age progresses, laxity of the tissue, skin and musculature becomes a problem. Management of contouring of the male breast depends on the size and shape of the breasts, whether the breasts are glandular or fatty and whether ptosis is present. Surgery aims to reduce fat content, increase skin and subcutaneous tissue contracture, and reposition the tissue in a more anatomical plane. Most of the procedures done by the author have been by ultrasonic liposculpturing. The level of satisfaction has been over 90%. A combination of ultrasound and conservative excision of glandular components can be done. Management of most juvenile breast hypertrophy and enlargement should be discouraged because of incomplete growth of the patient. However, sometimes ultrasound liposuction has a significant role to play in correcting this deformity.
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 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) | 0.001 | 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".