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Artificial Intelligence Versus Conventional Scoring for Assessing Small Bowel Capsule Endoscopy Cleanliness in
Raphaëlle Rouveyre1, Catherine Le Berre1, Romain Leenhardt2
1Nantes Université, Institut des Maladies de l'Appareil Digestif (IMAD), Hépato-Gastro-Entérologie et Assistance Nutritionnelle, Inserm CIC 1413, Nantes, France.
An AI tool, AXAROlite, accurately assesses small bowel cleanliness in Crohn's disease (CD) patients, matching the KODA score. This automated method offers a faster alternative for clinical practice.
Area of Science:
- Gastroenterology
- Medical Imaging
- Artificial Intelligence
Background:
- Assessing small bowel cleanliness in capsule endoscopy is crucial but challenging.
- The KODA score is validated but time-consuming for routine use.
- An AI tool (AXAROlite) was developed to automate this assessment.
Purpose of the Study:
- To evaluate the performance of the AI-based AXAROlite tool against the KODA score for small bowel cleanliness in Crohn's disease (CD) patients.
- To compare the accuracy, correlation, and agreement between AXAROlite and the KODA score.
- To investigate clinical factors affecting AI-assessed cleanliness.
Main Methods:
- Post hoc analysis of a multicenter randomized controlled trial (NCT05117996).
- Included 142 CD patients undergoing capsule endoscopy after standard or simplified bowel preparation.
- Videos were assessed using the KODA score and the AI tool AXAROlite.
Main Results:
- AXAROlite and KODA scores showed strong correlation (ρ=0.61, p<0.001).
- AXAROlite demonstrated high accuracy (AUROC=0.85) in detecting adequate cleanliness (KODA > 2.25).
- Lower AI scores were associated with active disease and longer transit time.
Conclusions:
- AXAROlite offers a rapid, automated, and accurate method for evaluating small bowel cleanliness in CD patients.
- The AI tool's performance is comparable to the established KODA score.
- Integrating AXAROlite could streamline reporting and reduce variability in clinical practice.
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