Strongyloidiasis: what every gastroenterologist needs to know
Bibliographic record
Abstract
, which has the potential for fatal outcome. It may present with vague gastrointestinal symptoms and mimic gastrointestinal diseases such as inflammatory bowel disease, and as such, it should be in the purview of the gastroenterologist. While strongyloidiasis is generally asymptomatic or produces mild symptoms in patients with an intact immune system, individuals who are immunocompromised may develop life-threatening disease through hyperinfection syndrome and disseminated disease. The worm has a complex lifecycle and is able to autoinfect its host, thereby allowing indefinite persistence even decades after initial infection. This leads to cases where travelers, and those who lived in endemic countries, may present years after travel. With its features of prolonged infection, relatively high global prevalence, and potential for fatal outcomes, it is imperative for all clinicians to be aware of this disease. Owing to its involvement with the gastrointestinal system, however, we will outline salient points about strongyloidiasis for the gastroenterologist.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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; both teacher heads agree on what is shown here.
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".