A Canadian Isolate of Hepatitis D (delta) Virus
Bibliographic record
Abstract
Hepatitis D (delta) virus (HDV) is an infectious agent that propagates in hepatocytes only in the presence of hepatitis B virus, causing fulminant or chronic hepatitis with liver cirrhosis. HDV is a 36 nm particle that includes a circular RNA genome of 1.7 kilobases with an extensive internal complementary that allows it to fold into a rod-like structure. The relationships among genotypes, sequence variability, geographical distribution and disease severity of HDV remain unknown. Consequently, in the present study, the complete nucleotide sequence of an HDV isolated from a Canadian patient was determined. The viral RNA from serum was amplified using reverse transcription coupled to polymerase chain reaction amplification. The resulting complementary DNA was cloned and sequenced. Sequence analysis revealed that this new isolate contained 1672 nucleotides corresponding to genotype 1, which has a worldwide distribution. Sequencing of four independent clones revealed 17 substitutions, corresponding to an overall sequence variability of 1%. Surprisingly, seven mutations were found in the 48-nucleotide region located between the two highly conserved self-catalytic motifs. This is the first demonstration that many substitutions are identified in this region of HDV, and prompts the present authors to define it as a hypervariable region.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".