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
This article attempts to put perforator flaps, as they apply to head and neck reconstruction, into perspective. The importance of existing flaps is emphasized. Specific indications for perforator flaps are highlighted. The deep inferior epigastric artery perforator flap is used as the flap of choice for subtotal glossectomy defects by the authors. The anterolateral thigh flap is the most common flap currently used. Indications for its use are highlighted. Facial artery perforator flaps are introduced, and their roles as local flaps in head and neck reconstruction are highlighted. With our better understanding of vascular anatomy, existing flaps such as the submental flap have been recategorized as perforator flaps. Its role in reconstruction, particularly of lower facial defects, is discussed. Finally the internal mammary artery perforator flap is described and its advantages over the deltopectoral flap and the pectoralis major flap outlined.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| 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 | 0.000 | 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