Ocular neurolymphomatosis: a case report and systematic review of ocular cranial nerve neurolymphomatosis
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
Neurolymphomatosis is a rare manifestation of lymphoma. Neurolymphomatosis involving ocular cranial nerves of II, III, IV, and VI remains a poorly characterized disease entity. The authors report a case of cranial nerve III neurolymphomatosis with simultaneous extraocular muscle infiltration which initially mimicked myasthenia gravis with fluctuating diplopia and ptosis. To the authors' best knowledge, this represents the first report where neurolymphomatosis masquerades as myasthenia gravis and is the second case documenting coinciding cranial nerve with extraocular muscle involvement. The case is presented alongside a systematic review of neurolymphomatosis affecting cranial nerves II, III, IV, VI, including its pathological distribution, modality of diagnosis, treatments, and outcomes.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.009 | 0.002 |
| 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) | 0.000 | 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