Otolaryngology and the Pregnant Patient
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
Importance: Pregnancy may result in physiologic and pathologic changes in the head and neck. Otolaryngologists may need to intervene medically or surgically with pregnant patients. Careful consideration of risks to both the gravid patient and the developing fetus is vital. Observations: Patients may present with otolaryngologic complaints exacerbated by or simply occurring during their pregnancy. Symptoms of hearing loss, vertigo, rhinitis or rhinosinusitis, epistaxis, obstructive sleep apnea, sialorrhea, voice changes, reflux, subglottic stenosis, and benign and malignant tumors of the head and neck may prompt evaluation. While conservative measures are often best, there are medications that are safe for use during pregnancy. When required, surgery for the gravid patient requires a multidisciplinary approach. Conclusions and Relevance: Otolaryngologic manifestations in pregnant patients may be managed safely with conservative treatment, medication, and surgery when necessary. Treatment should include consideration of both the pregnant patient and the developing fetus.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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