High-definition-iSCAN virtual chromoendoscopy has high sensitivity and specificity for the diagnosis of eosinophilic esophagitis
Why this work is in the frame
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Bibliographic record
Abstract
Abstract Background and study aims A major challenge in eosinophilic esophagitis (EoE) is disease recognition during endoscopy as there are no pathognomonic findings. We aimed to determine the utility of high-definition (HD) iSCAN virtual chromoendoscopy (VC) in diagnosis of EoE. Patients and methods One hundred eighty-nine consecutive patients presenting with dysphagia or food bolus impaction were assessed using HD-iSCAN VC (Pentax, Japan) with biopsies from distal, mid, upper esophagus and from furrows where visible. Results Of 189 patients, 45 (23.8 %, male = 29, median age 40y) had a histological diagnosis of EoE; 73.3 % of the patients were newly diagnosed. iSCAN endoscopic features of EoE were linear furrows (91 %), edema (77.8 %), rings or tracheal appearance (73.3 %), whitish exudates (26.6 %) and narrowing or stricture (5 %). One patient (2.2 %) had all 5 endoscopic features. Ten patients (22.2 %) had linear furrows, edema,rings or tracheal appearance and whitish exudates on iSCAN, with a positive predictive value (PPV) 100 % (95 % CI 69.1 %-100 %) and negative predictive value (NPV) 80.4 % (95 % CI 73.9 %-86 %). Thirteen patients (29 %) presented with linear furrows, edema and rings or tracheal appearance on iSCAN, with a PPV 100 % (95 % CI 75.3 %-100 %) and NPV 81.8 % (95 % CI 75.3 %-87.2 %). Six patients (13.3 %) had furrows and edema and 6 patients (13.3 %) had furrows and rings or tracheal appearance on iSCAN, with a PPV 100 % (95 % CI 54.1 %-100 %) and NPV 78.69 % (95 % CI 72 %-84.4 %), respectively. The sensitivity and specificity of HD-iSCAN endoscopy were 97.62 % (95 % CI 87.43 %-99.94 %) and 89.58 % (95 % CI 83.40 %-94.05 %). The accuracy of HD-iSCAN endoscopy was 92.47 % (95 % CI 87.67 %-95.56 %). Conclusion HD-iSCAN endoscopy is sensitive and specific with good accuracy for EoE diagnosis. Linear furrows, edema and tracheal appearance were the most common findings and these 3 endoscopic features had a high predictive value for diagnosis of EoE.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 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 it