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
PURPOSE OF REVIEW: This article provides an overview of the principles of soft tissue reconstruction of the oral cavity, and reviews the recent clinical outcomes for described options. RECENT FINDINGS: For small defects of the oral cavity, healing by secondary intention and primary closure are both excellent options and may provide functionally superior results. In defects where a split-thickness skin graft is appropriate, acellular dermis may provide results that are at least as good at lower cost. Free flaps, particularly the radial forearm and the anterolateral thigh, have become the mainstays of oral cavity soft tissue reconstruction for larger defects. Recent clinical series suggest that relatively novel regional flaps provide a reasonable alternative to free flap reconstructions for moderate and some large soft tissue defects. SUMMARY: Soft tissue reconstruction of the oral cavity is a complex task with significant functional implications. There are a large number of reconstructive options available. Systematic appraisal of the defect and options allows the reconstructive surgeon to optimize functional potential by choosing the most appropriate reconstructive option.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it