{"paper":{"title":"Beyond Confidence in AI-Assisted Colonoscopy: A Spatial, Temporal and Quality-Aware Audit Framework for Endoscopic AI Review","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["q-bio.QM"],"primary_cat":"eess.IV","authors_text":"Ana Luc\\'ia Rodr\\'iguez Blanco, Roberto Alcaraz Machado","submitted_at":"2026-06-16T21:01:36Z","abstract_excerpt":"AI-assisted colonoscopy systems commonly report frame-level confidence scores, but confidence alone does not show whether a prediction is spatially plausible, temporally persistent or reliable under degraded image quality. We propose EndoExplain, a lightweight and reproducible audit framework for endoscopic AI review. The framework integrates classification confidence, lesion segmentation, CAM-style visual attribution, attribution-mask alignment, frame-quality indicators and temporal event summarisation, with the aim of separating signals that are often conflated in computer-aided detection pi"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2607.19372","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2607.19372/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}