Understanding the complexity of miller fischer syndrome: a case report
Bibliographic record
Abstract
Miller-Fisher syndrome is a rare neurological disorder characterized by a clinical trial of ophthalmoplegia, ataxia and areflexia. It is a variant of Gullian Barrie syndrome. A variety of other symptoms and signs beyond the triad has been reported. Here we report a case of a 58-year-old male patient with atypical presentation of Miller-Fisher syndrome. He had a history of upper respiratory tract infection 3 weeks prior. After hospital admission, he abruptly developed unsteadiness while walking, diplopia and dysphagia. Clinical evaluation along with antiganglioside antibody made the diagnosis of Miller-Fisher syndrome. After immunotherapy was initiated, the patient improved gradually and later discharged to home. To diagnose a case of Miller-Fisher syndrome, a high index of clinical suspicion and ruling out other aetiologies should be made. Timely effective intervention either plasmapheresis or IV Immunoglobulin can completely reverse the symptoms.
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How this classification was reachedexpand
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 | 0.007 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".