Role of Intestinal Ultrasound in the Evaluation of Postsurgical Recurrence in Crohn’s Disease: Correlation with Endoscopic Findings
Bibliographic record
Abstract
Introduction: Endoscopy remains the exam of choice in the evaluation of activity in Crohn’s disease (CD) after surgery (ACD-AS). However, intestinal ultrasound (IUS) may represent a noninvasive alternative. The objective of this study is to determine the diagnostic accuracy of this modality compared to endoscopy. Material and Methods: This is a cross-sectional study, comprising a period of 14 months, carried out in patients with established CD and ileocecal resection due to the disease. IUS (HI-VISION Avius®, Tokyo, Japan) was performed with linear probe B-mode/Doppler prior to ileocolonoscopy. IUS and ileocolonoscopy were performed on the same day by 2 specialists in Gastroenterology dedicated to ultrasound and inflammatory bowel disease, in a double-blind mode. Collected demographic and clinical data (Harvey-Bradshaw Index [HBI]; remission ≤4), serological/fecal inflammatory parameters (leukocytes [4–10 × 109 cells/L], C-reactive protein [≤0.5 mg/dL], and fecal calprotectin [<50 mg/kg]), endoscopy (Rutgeerts score: remission Results: Thirty-nine patients (female: 64.1%, mean age: 43.5 ± 15.3 years) were included. The median post-surgery follow-up was 9 years (IQR 3–12). The Montreal classification was as follows: L1, 61.5% (n = 24); L3, 38.5% (n = 15); B1 and B2, 28.2% (n = 11); and B3, 43.6% (n = 17). Most patients were in clinical remission (87.2%; n = 34), with a mean HBI of 2.1 ± 2.2. Twenty-two patients (56.4%) had normal inflammatory markers. IUS (intestinal wall thickening >3 mm and/or Limberg score >1) was abnormal in 61.5% (n = 24) of the cases. Endoscopic remission (Rutgeerts score n = 21) of the cases. Compared to endoscopy, IUS (area under the receiver operating characteristic curve [AUROC] = 0.75, p = 0.007) showed a diagnostic accuracy superior to that of inflammatory parameters (AUROC = 0.66, p = 0.083) and clinical parameters (AUROC = 0.64, p = 0.139). IUS showed a moderate concordance with endoscopy (κ = 0.5, p = 0.001), which was higher than that with inflammatory parameters (ĸ = 0.33, p = 0.041) or clinical parameters (ĸ = 0.29, p = 0.01). Conclusions: Ultrasound evaluation of the digestive wall is a noninvasive technique that shows a good diagnostic accuracy and a moderate concordance with endoscopy, being superior to clinical and serological/fecal inflammatory parameters.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 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".