Bibliographic record
Abstract
The inferior turbinate is composed of a central bony structure surrounded by ciliated pseudostratified columnar epithelium. Underneath the epithelium, there are mucous glands, goblet cells and venous sinusoids in the submucosa, The inferior turbinate is supplied by the inferior turbinate branch of the posterior lateral nasal artery from the sphenopalatine artery. The inferior turbinates humidify the air, trap particles and direct airflow throughout the nasal cavity. Due to these functions, the inferior turbinates are often the first point of contact for allergens in the inspired air. With immune responses prompted by a cascade of inflammatory mediators such as immunoglobulin E, mast cells, histamine, and leukotrienes, mucous glands become stimulated and the vasculature within the inferior turbinate engorges. This results in inferior turbinate hypertrophy, leading to increased nasal discharge and nasal obstruction. For individuals refractory to medical therapy for nasal obstruction, surgical inferior turbinate reduction techniques can be employed to help alleviate the symptoms. For those with rhinorrhea refractory to medical therapy, surgical management aimed at reducing parasympathetic innervation to the nasal cavity to reduce nasal discharge production can be also 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.
How this classification was reachedexpand
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) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".