Anatomic Guidelines for Augmentation of the Cheek and Infraorbital Hollow
Bibliographic record
Abstract
BACKGROUND: Mid-face reflation requires a sophisticated knowledge of bony and soft tissue anatomy. OBJECTIVE: To blend knowledge of the relevant anatomy with clinical experience to generate procedural guidelines for reproducible volumization of the midface. METHODS AND MATERIALS: A demonstration of cadaver head dissection was followed by injection of colored hyaluronic acid and calcium hydroxylapatite fillers into cadaver heads in the anatomy laboratory. The injected cadaver heads were then dissected to assess the anatomical position of the injected fillers. Live patient injections followed using the anatomic learning. RESULTS: Best practice guidelines for midface and infraorbital hollow injections were discussed. CONCLUSIONS: Aesthetic augmentation of the midface requires knowledge of the properties of each filler and of the underlying anatomy, as well as an understanding and documentation of the subject's aesthetic concerns.
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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 | 0.000 | 0.001 |
| 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 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".