Bayesian Network-Based Trust Model in Peer-to-Peer Networks
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
Transient epiphora following rhinoplasty or intranasal procedures is a common occurrence. Permanent nasolacrimal duct obstruction, however, is rare. This article documents four cases of nasolacrimal duct obstruction following intranasal antrostomy. Three patients were cured by dacryocystorhinostomy and a fourth refused surgery. The anatomy of the nasolacrimal duct in the inferior meatus has considerable variation. Although the duct typically opens in the inferior meatus immediately under the insertion of the inferior turbinate, the orifice can be a single hole, a slit, multiple holes, or a trough, and can be located anywhere from 30 to 40 mm dorsal to the anterior nares. We review the embryology and anatomy of the nasolacrimal orifice in the nose and make recommendations for safe surgery in the inferior meatus.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.001 | 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