Rate of Emergence of Cytomegalovirus (CMV) Mutations in Leukocytes of Patients with Acquired Immunodeficiency Syndrome Who Are Receiving Valganciclovir as Induction and Maintenance Therapy for CMV Retinitis
Bibliographic record
Abstract
The emergence of mutations conferring ganciclovir resistance was evaluated in an open-label randomized clinical trial that compared oral valganciclovir with intravenous ganciclovir as induction therapy, followed by maintenance with valganciclovir, for newly diagnosed cytomegalovirus (CMV) retinitis in 148 patients with acquired immunodeficiency syndrome. The presence of CMV mutations was directly assessed in patient leukocytes by polymerase chain reaction, followed by restriction fragment-length polymorphism (RFLP) for detection of the most common UL97 mutations associated with ganciclovir resistance and by sequencing of the viral UL97 gene. The cumulative percentages of patients with UL97-mutant viruses at 3, 6, 12, and 18 months (based on the number of patients on treatment at each time point) was 2.2%, 6.5%, 12.8%, and 15.3%, respectively. Of the 20 relevant UL97 mutations found by sequencing in 14 patients, 14 (70%) were detected by RFLP analysis. The rate of emergence of ganciclovir-resistant viruses with use of oral valganciclovir is no greater than that reported with use of intravenous ganciclovir.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 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".