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
Endoscopic verification of the level of excision of the thyroid cartilage in reduction laryngochondroplasty maximizes the aesthetic result of the operation and prevents possible injury to the vocal cords. A prominent thyroid cartilage is identified with male sex. Reduction of the thyroid cartilage prominence (Adam's apple), also known as laryngochondroplasty, is often requested by patients undergoing male-to-female transsexual surgery. Some women, and even occasional slender men, with a markedly pronounced thyroid cartilage prominence also request this treatment to refine their neck contour. Topographic studies place the true vocal cords at a level corresponding to halfway up the thyroid cartilage. Because of the proximity of the thyroid cartilage prominence to the attachment of the true vocal cords, any anatomic variation may lead to injury to the phonatory apparatus during the cartilage excision. Attempts to avoid this occurrence may result in overconservative reduction of the thyroid prominence and less-than-optimal aesthetic results. Herein we describe a combined endoscopic and external surgical approach to reduction laryngochondroplasty.
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 | 0.000 | 0.003 |
| 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 it