Improvement of Apathy After Levofloxacin Treatment
Why this work is in the frame
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Bibliographic record
Abstract
BACKGROUND: Apathy is common in various neurological conditions. A caregiver of a patient with normal pressure hydrocephalus and cognitive decline repeatedly reported improvement in apathy, social interaction, and ability to perform activities of daily living after treatment with levofloxacin for upper respiratory infections. We sought to determine whether this effect could be objectively supported and replicated outside the context of infection. METHODS: An n-of-1 study was performed using 2 treatment and 2 nontreatment phases during an infection-free interval. Treatment arms consisted of 10-day courses of levofloxacin 500 mg daily. The evaluating investigator, caregiver, and patient were blind to treatment assignments. Measures included the Apathy Evaluation Scale (clinician and caregiver), Apathy Inventory (clinician and caregiver), Northwestern University Disability Scale, Disability Assessment for Dementia, and caregiver clinical global impression score. RESULTS: The patient had less apathy and disability during 2 periods of treatment with levofloxacin 500 mg daily compared with periods without levofloxacin treatment. Caregiver clinical global impression scores were significantly better during days on treatment compared with off treatment (P=0.0007). CONCLUSIONS: Evaluation of a single patient suggests that improvement in apathy may be a previously undescribed effect of levofloxacin. Further study is warranted.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it