Neurocysticercosis in Epileptic Patients Seen in the Emergency Department of the Municipality of Piedade, Sao Paulo
Bibliographic record
Abstract
Background: Neurocysticercosis (NCC) is a parasitic disease that affects the central nervous system. Its main clinical manifestation is seizures. The objective of this study was to investigate the prevalence of NCC in epileptic patients seen in the Emergency Department of the Municipality of Piedade, Sao Paulo. Methods: A total of 136 patients with a history of seizures seen in the Municipal Emergency Department of Piedade/SP were evaluated. Results: There were 24 confirmed cases of NCC among the 136 patients with seizures, corresponding to a prevalence of 17.6%. Conclusion: An important prevalence of NCC was observed in the sample studied. Measures to raise the awareness of the population about the disease and preventive strategies should be adopted by the competent bodies. J Neurol Res. 2017;7(1-2):1-4 doi: https://doi.org/10.14740/jnr418e
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.002 | 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 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".