Aphasic status epilepticus complicating hyperosmolar hyperglycaemic state
Bibliographic record
Abstract
Aphasic status epilepticus is a rare neurological complication of the hyperosmolar hyperglycaemic state, a severe metabolic emergency in diabetes mellitus. Symptoms include language disturbance without significantly impaired consciousness. The diagnosis is complex, and management of the aphasic status epilepticus involves metabolic correction and antiseizure medications. We describe a 66-year-old man with type 2 diabetes who presented with progressive speech decline and impaired coordination following a fall. EEG confirmed non-convulsive status epilepticus, and MR brain scan showed transient left temporal changes with later hippocampal atrophy. Initial treatment with insulin and levetiracetam led to significant recovery. This case underscores hyperosmolar hyperglycaemic states as a reversible cause of aphasic status epilepticus and highlights the varied neurological presentations of uncontrolled diabetes. We include a review of the literature to contextualise this under-recognised clinical entity.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".