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
Facial nerve palsy is a common presentation to primary care providers, the emergency department, and otolaryngologists. Trauma accounts for 10% to 23% of all facial nerve palsies. It has implications on a patient’s quality of life due to the role the facial nerve has in multiple important processes. Alongside the emotional impact of facial expression, facial nerve palsy can have ophthalmological, otological, rhinological, taste, and swallowing consequences. Ophthalmological consequences from impaired lacrimation, ectropion, and epiphora can lead to exposure keratopathy, which can lead to blindness. Otological consequences include a reduction in hearing. Impaired muscular support to the nasal valve can lead to nasal obstruction. Impact on the perioral musculature can result in poor swallowing and insufficient oral competence, while the damage to the chorda tympani branch of the facial nerve can lead to impaired or altered taste.
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 | 0.000 |
| 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) | 0.002 | 0.006 |
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