Lewis Antigen Expression by<i>Helicobacter pylori</i>
Bibliographic record
Abstract
Although Helicobacter pylori express Lewis antigens as a component in the lipopolysaccharide, their role in the infectious process is not well understood. Lewis antigen expression with growth phase was investigated, as well as the distribution of Lewis antigens among isolates from asymptomatic and symptomatic individuals. Lewis antigens are expressed by H. pylori in a growth phase-dependent manner, with the greatest expression occurring in the logarithmic phase of growth. As growth proceeds, an increasing amount of Lewis antigens are shed into the culture supernatant. Lewis antigen expression among H. pylori isolates from asymptomatic individuals is characterized by an absence of type I Lewis antigens, a decrease in Le(x) expression, and an increase in nontypeable H. pylori, as compared with that among H. pylori isolates from symptomatic patients. The data support a role for Lewis antigens in the pathogenesis associated with symptomatic H. pylori infection in colonized individuals.
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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 | 0.000 |
| 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) | 0.001 | 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".