Simple Partial Seizures in a 70-Year- Old Female
Bibliographic record
Abstract
HistoryA 70 year-old female presented with a history of recurrent stereotyped "spells" over the past six years.She described involuntary horizontal saccadic eye movements as the initial event.This was followed by tonic deviation of her head to the left.There was intermittent jerking of her head to the left and quivering of her lower lip and jaw.There was no loss of awareness but it was difficult for her to speak during the spells which typically lasted three to four minutes.Her speech was slurred for a further five to ten minutes.The spells had recurred approximately twice a year until a recent increase in their frequency (four episodes in three months), prompting the patient to seek medical attention.She had a history of migraines, chronic obstructive lung disease, a 50 pack-year smoking history, and several remote minor surgeries including ureteral stenting, appendectomy, hemorrhoidectomy, and hysterectomy.She had been involved in two motor vehicle accidents, 28 years and 6 years earlier, with no recognized craniocerebral injury on either occasion.Her family history was not contributory. Physical ExaminationThe patient was afebrile with a blood pressure of 150/70 mmHg, heart rate 76/min and respiratory rate 16/min.The neurological examination was normal apart from mild weakness (4+/5) of left finger extension. InvestigationsRoutine bloodwork proved to be normal.Electroencephalography revealed a grade I dysrhythmia with non-specific slowing in the right hemisphere and left temporal region with no evidence of epileptiform activity. DISCUSSANT: DR. PARRENTThe patient's episodes likely represent simple partial seizures with leftward eye deviation as an initial event.The seizures
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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) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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".