A case of disseminated microscopic demyelination with multifocal dystrophic calcification
Bibliographic record
Abstract
We present a 47-year-old woman with a 10-year disease course consisting of episodic confusion, aphasia, psychosis, depression, migrainous headaches and seizures. There was mild elevation of protein levels in the cerebrospinal fluid, progressive cerebral atrophy, and numerous small T1 hypointensities appearing as central "holes" in the corpus callosum on magnetic resonance imaging. She eventually expired due to status epilepticus and subsequent significant respiratory complications. In the central nervous system, there was generalized brain atrophy, and patchy labeling of blood vessels by antibodies to complement component 4d (C4d) and membrane attack complex. Innumerable small patches with loss of cell bodies (neurons and glial cells in gray matter and glial cells in white matter) and demyelination were scattered throughout the brain and spinal cord. There was no cavitation and the passing axons were mostly preserved. Large solid calcified foci were present predominantly in the pons along with disseminated focal calcification involving neuron cell bodies, neurites, and capillaries. Patchy labeling of glial cells and linear structures suggestive of myelin sheaths with C4d antibodies was observed while immunostains for SV40, tau, β-amyloid, alpha synuclein, p62, and trans-activation response DNA-binding protein 43 kDa were negative. Whole-exome sequencing did not reveal any clinically significant variants. Although the radiological findings are suggestive of Susac's syndrome (a rare condition characterized by encephalopathy, hearing loss, and branch retinal artery occlusion), in the absence of audiovisual manifestations, a definitive diagnosis cannot be rendered and therefore, this case may be representing a new entity. Further reports of similar cases are needed for clarification.
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 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".