DOP12 Validation of a modified simple ultrasound activity Score for children with Crohn’s Disease
Bibliographic record
Abstract
Abstract Background Transabdominal bowel ultrasound (TABUS) is an ideal tool to assess the bowel wall thickness (BWT) of children with Crohn’s disease (CD) due to its minimal invasiveness. Recently the Simple Ultrasound Activity Score for CD (SUS-CD) was developed and validated in adults using the Simple Endoscopic Score for CD (SES-CD). Our aim was to determine how the SUS-CD performed in children at diagnosis in comparison to endoscopy. Methods Pediatric patients (0–18 years old) with suspected inflammatory bowel disease (IBD) were prospectively enrolled through the Edmonton Pediatric IBD Clinic in Alberta, Canada. Patients underwent a baseline TABUS to visualize the intestine (excluding rectum, which is difficult to see with TABUS), blood work and endoscopy. The weighted pediatric CD activity index (wPCDAI) assessed disease activity, and SES-CD assessed endoscopic disease. Modified SUS-CD (excluding rectal sub score) was calculated using BWT scores (0=<3mm, 1=3–4.9mm, 2=5–7.9mm, 3=>8mm) and colour doppler scores (0=no or 1 vessel, 1=2–5 vessels, 2=>5 vessels per cm2) for each segment (terminal ileum, right colon, transverse colon, left colon) and compared to SES-CD. Modified SUS-CD was correlated to wPCDAI score, C-reactive protein (CRP) and fecal calprotectin (FCP). Using SPSS, anova and Chi square were used to assess for an association between TABUS parameters and wPCDAI. Spearman’s rank (rho) and Pearson’s correlation (r) were used to assess for a correlation between modified SUS-CD with SES-CD, wPCDAI, CRP and FCP. Results 40 patients recruited, 35 had CD (mean age 12.6(2.85)) and 5 were normal and scanned for suspected IBD (mean age 12.2(3.75)). Median wPCDAI and SES-CD scores for CD patients were 61(IQR 35.6–77.5) and 15(IQR 7.5–21) respectively. Fat proliferation was associated with severe CD based on wPCDAI (p<0.05). The modified SUS-CD score correlated well with the modified SES-CD score (rho=0.79,r=0.76,p<0.001,R2 linear=0.465). When the BWT threshold was lowered by 0.5mm for each BWT category, correlation improved (rho=0.80,r=0.82,p<0.001,R2 Linear=0.541). Using a similar lower threshold for BWT, a receiver operating characteristic curve analysis revealed an area under the curve of 0.87 and 0.90 for detecting mild endoscopic activity and moderate endoscopic activity, respectively. There was a significant correlation between SUS-CD and wPCDAI score (r=0.56,p<0.01), CRP (r=0.55,p<0.01) and FCP (r=0.56,p<0.01). Conclusion Fat proliferation was associated with more severe CD. The modified SUS-CD correlated well with modified SES-CD score, wPCDAI, CRP and FCP. Correlation improved when BWT threshold in each category was dropped by 0.5mm. These data support the use of TABUS as an effective adjunct to the assessment of pediatric CD.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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; 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".