Human cytomegalovirus glycoprotein B genotyping from bronchoalveolar lavage specimens
Bibliographic record
Abstract
The genes encoding glycoprotein complexes of human cytomegalovirus are often polymorphic; in particular, glycoprotein B (gB), which is essential for both in vivo and in vitro replication, is encoded by the highly polymorphic gene UL55. In this study, the distribution of gB genotypes was investigated in 44 bronchoalveolar lavage specimens from adult patients positive for human cytomegalovirus DNA by a multiplex nested fast PCR able to amplify 5 gB genotypes (gB1-gB5). The distribution of gB genotypes was as follows: 12 (27.3%) gB1, 11 (25%) gB2, 9 (20.4%) gB3, 4 (9.1%) gB4, 0 gB5, and 8 (18.2%) mixed genotypes. No difference in prevalence was found in relation to clinical features, including immunological status, non-transplant or transplant condition, and type of transplanted organ, or in follow-up specimens; while gB4 and gB3 were shown to be significantly more prevalent in patients with respiratory insufficiency, and gB4 and gB2 in those with pneumonia. The prevalence of gB genotypes in the lower respiratory tract was similar to that previously reported using other specimen types and patients, with gB1 found to be the most prevalent. The association of gB genotypes with specific clinical features should be further investigated.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.001 | 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".