The Performance of the Rutgeerts Score, SES-CD, and MM-SES-CD for Prediction of Postoperative Clinical Recurrence in Crohn’s Disease
Bibliographic record
Abstract
BACKGROUND: We compared the Simple Endoscopic Score for Crohn's Disease (SES-CD) and Modified Multiplied SES-CD (MM-SES-CD) scores with the Rutgeerts score for predicting clinical recurrence (CR) of postoperative Crohn's disease (CD). METHODS: This post hoc analysis of the prospective, multicenter, randomized, double-blind, placebo-controlled trial comparing remicade and placebo in the prevention of recurrence in Crohn's disease patients undergoing surgical resection who are at an increased risk of recurrence (PREVENT) study used receiver operating characteristic curve analyses to compare the Rutgeerts, SES-CD, and MM-SES-CD scores at week 76 for subsequent CR by week 104 in 208 participants. Multivariate logistic regression models evaluated cutoffs for the odds of experiencing CR by week 104, after adjustment for confounders. CR was defined as Crohn's Disease Activity Index score ≥200 and ≥70-point increase from baseline (or development of fistulas, abscesses, or treatment failure) and endoscopic recurrence by week 104, defined as Rutgeerts score ≥i2. RESULTS: The week 76 Rutgeerts score predicted CR by week 104 with fair accuracy (area under the receiver-operating characteristic curve [AUC], 0.74; 95% confidence interval [CI], 0.65-0.83), which was similar to the SES-CD ileum score (AUC, 0.72; 95% CI, 0.64-0.80) and the MM-SES-CD ileum score (AUC, 0.72; 95% CI, 0.63-0.80). Compared with cutoffs by the other scores, the MM-SES-CD total score ≥26 at week 76 had the highest odds ratio to predict CR by week 104. Patients with a week 76 MM-SES-CD total score ≥26 were 4.41 times (95% CI, 2.06-9.43, P < .001) more likely to have CR by week 104 compared with those with an MM-SES-CD total score <26. CONCLUSIONS: The SES-CD and MM-SES-CD perform similarly to the Rutgeerts score for predicting subsequent CR of postoperative CD. The MM-SES-CD threshold of ≥26 was predictive of postoperative CR. Clinicians and trialists could consider using the SES-CD or MM-SES-CD to assess postoperative CD given their ability to capture colonic disease recurrence and predict CR.
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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 | 0.009 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".