Management of Clostridioides difficile in IBD patients
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Clostridioides difficile (C. difficile) is an anaerobic, spore-forming, Gram-positive bacterium. C. difficile is the most frequently reported nosocomial pathogen. C. difficile is also the most commonly identified pathogen associated with antibiotic-associated diarrhea, responsible for up to 30% of antibiotic-associated diarrhea. Spores are transmitted via the fecal-oral route, and acquisition of C. difficile in the healthcare setting is generally by contaminated hands or surfaces. C. difficile has two monoglycosyltransferase virulence factors that are responsible for damage to the intestinal mucosa, enterotoxin A (TcdA) and cytotoxin B (TcdB). These two enzymes enter intestinal epithelium through receptor-mediated endocytosis and irreversibly inactive Rho GTPases. This ultimately disrupts the cytoskeleton and tight junctions, resulting in a loss of parenchymal polarity and eventual apoptosis.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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 it