Patient Perception of Levido Reticularis due to Amantadine
Bibliographic record
Abstract
Livedo reticularis (LR) is a "fish-net like" mottling of the skin, and is attributed to a variety of factors. Amantadine, a medication used in Parkinson's disease, has been known to cause LR localized to the lower, and to a rarer extent, the upper extremities. Patient perception of this condition has been severely under-reported and can impact the patient's decision to stop this medication. In this retrospective study, we analyze the perception of five patients presenting with LR and their decision to continue on amantadine. It was seen that patients with the reticularis rash localized in the upper extremities, in addition to the lower extremities, were affected enough to discontinue amantadine despite its useful therapeutic effects. It is imperative that patient perception regarding LR be taken into consideration when initially presented. Furthermore, the decision to change the regiment of amantadine should be individualized according to patient condition and perception of presented rash.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".