Posttraumatic Maxillomandibular Reconstruction
Bibliographic record
Abstract
Maxillofacial injuries in the partially edentulous patient present unique challenges that are best treated in conjunction with appropriate dental specialists. Many surgeons who treat complex maxillofacial injuries are not involved in the process of reconstruction of the occlusion and alveolus; however, dental rehabilitation is an important and often overlooked component of treatment of the partially edentulous patients. Working with dental specialists and understanding the role they play in perioperative planning, the plastic surgeon is in a position to optimize reconstruction and rehabilitation of these injuries. The appropriate dental specialists working with the plastic surgeon can provide the surgeon with the necessary orthodontic, prosthodontic, and radiologic expertise that is required to successfully treat these patients. In this article, the authors present their management algorithm for maxillomandibular rehabilitation in the partially edentulous patient and discuss the role of the appropriate dental specialists for obtaining optimal aesthetic and functional outcomes.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.005 | 0.005 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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".