Wireless capsule endoscopic finding in Cronkhite-Canada syndrome: Figure 1
Bibliographic record
Abstract
As a new exciting non-invasive diagnostic technology, wireless capsule endoscopy (WCE) has demonstrated its power in examining the small bowel. There is growing acceptance globally not only in the investigation of obscure gastrointestinal bleeding, but in several uncommon diseases such as Behcet’s disease,1 Whipple’s disease,2 even hereditary polyposis syndromes, and so on. In 2005, several articles in Gut discussed its increasing role in the diagnosis of Crohn’s disease.3–5 Cronkhite-Canada syndrome (CCS) is a rare non-hereditary gastrointestinal polyposis with ectodermal changes, first reported in 1955. Intestinal polyposis is one of the common features but there are few published studies showing the direct view in vivo, which has been confirmed mainly by radiological studies previously, partly because of the limitations of the technique. Hence WCE was performed to learn more about the small bowel mucosa in CCS. A …
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.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".