Botulinum Toxin A in the Early Treatment of Sixth Nerve Palsy-Induced Diplopia in Type 2 Diabetes
Bibliographic record
Abstract
Sixth (abducent) cranial nerve palsy is a typical yet infrequent mononeuropathic complication of diabetes. It usually causes considerable diplopia, which can be debilitating and significantly impair the everyday and professional activity of afflicted individuals. In most cases, nerve function restores itself, although it usually takes several months or even over a year for the symptoms to resolve (1). No specific treatment of nerve palsy-induced diplopia in diabetic patients has been established (2,3). We report the successful use of botulinum toxin A in the early treatment of diplopia caused by sixth nerve palsy in two type 2 diabetic patients. In both patients, diplopia made it impossible for them to continue with their professional activities. The first patient (female, computer operator, aged 52 years, with a 15-year history of type …
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.004 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".