Undetectable Cerebrospinal Fluid HIV RNA and β-2 Microglobulin Do Not Indicate Inactive AIDS Dementia Complex in Highly Active Antiretroviral Therapy-Treated Patients
Bibliographic record
Abstract
OBJECTIVE: To assess whether nonelevated cerebrospinal fluid (CSF) markers could delineate inactive AIDS dementia complex (ADC) in patients receiving highly active antiretroviral therapy (HAART), using neuropsychologic performance change as an indicator of ADC stability. METHODS: We used data from the abacavir (ABC) ADC trial (n = 78) and examined the patients' neuropsychologic performance change with the Reliable Change Index according to 3 cutoff groups: (1) CSF viral load (VL) <100 copies/mL, (2) CSF beta-2 microglobulin (beta2m) <2.2 mg/L, and (3) CSF VL and CSF beta2m below cutoffs. RESULTS: CSF marker cutoff groups did not define neuropsychologic change. Linear regression showed that only CSF VL was a weak predictor of neuropsychologic performance change. CONCLUSION: HAART-treated ADC patients with baseline CSF markers of viral and immunologic inactivity did not necessarily have inactive ADC when followed over 12 weeks. More sensitive CSF markers to judge the activity of ADC are urgently needed, whereas the interpretation of these markers should be considered with caution in HAART-treated ADC patients.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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 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".