{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:26ZP7TJW6QXWMUS3XOZAFITWTG","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"ab7cb14002afdcbf758b343068019541910d80f456542ce9a1f529782f30c80f","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-13T12:09:01Z","title_canon_sha256":"b95e9935c15464719135d608ec1d1122472e6aa2f99fa1092f3ff9fc7dff401f"},"schema_version":"1.0","source":{"id":"2407.04710","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.04710","created_at":"2026-07-05T11:58:19Z"},{"alias_kind":"arxiv_version","alias_value":"2407.04710v3","created_at":"2026-07-05T11:58:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.04710","created_at":"2026-07-05T11:58:19Z"},{"alias_kind":"pith_short_12","alias_value":"26ZP7TJW6QXW","created_at":"2026-07-05T11:58:19Z"},{"alias_kind":"pith_short_16","alias_value":"26ZP7TJW6QXWMUS3","created_at":"2026-07-05T11:58:19Z"},{"alias_kind":"pith_short_8","alias_value":"26ZP7TJW","created_at":"2026-07-05T11:58:19Z"}],"graph_snapshots":[{"event_id":"sha256:b9805cfb0274f6276d9d17ad0f93a63a7d1b12afe2e44fc457d732a66fb5249e","target":"graph","created_at":"2026-07-05T11:58:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2407.04710/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper presents Visual Evaluative AI, a decision aid that provides positive and negative evidence from image data for a given hypothesis. This tool finds high-level human concepts in an image and generates the Weight of Evidence (WoE) for each hypothesis in the decision-making process. We apply and evaluate this tool in the skin cancer domain by building a web-based application that allows users to upload a dermatoscopic image, select a hypothesis and analyse their decisions by evaluating the provided evidence. Further, we demonstrate the effectiveness of Visual Evaluative AI on different ","authors_text":"Liz Sonenberg, Ronal Singh, Ruihan Zhang, Thao Le, Tim Miller","cross_cats":["cs.AI","cs.HC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-13T12:09:01Z","title":"Visual Evaluative AI: A Hypothesis-Driven Tool with Concept-Based Explanations and Weight of Evidence"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.04710","kind":"arxiv","version":3},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:2891cf24c4f9622f38d3b97b10ca6a77b19c4100f93731dbc31dd39b5f970b15","target":"record","created_at":"2026-07-05T11:58:19Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"ab7cb14002afdcbf758b343068019541910d80f456542ce9a1f529782f30c80f","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2024-05-13T12:09:01Z","title_canon_sha256":"b95e9935c15464719135d608ec1d1122472e6aa2f99fa1092f3ff9fc7dff401f"},"schema_version":"1.0","source":{"id":"2407.04710","kind":"arxiv","version":3}},"canonical_sha256":"d7b2ffcd36f42f66525bbbb202a27699be70c751ad9e086742dc864db31227da","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d7b2ffcd36f42f66525bbbb202a27699be70c751ad9e086742dc864db31227da","first_computed_at":"2026-07-05T11:58:19.441130Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:58:19.441130Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"QRfJGEhyvjq3BcKVpB2Eby6s/P8soeNYMP0TAnqE98VyXGfIYRnp7n8wrUwN1yOEjkdYXOa5MKxsytF8QH4JCg==","signature_status":"signed_v1","signed_at":"2026-07-05T11:58:19.441642Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.04710","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2891cf24c4f9622f38d3b97b10ca6a77b19c4100f93731dbc31dd39b5f970b15","sha256:b9805cfb0274f6276d9d17ad0f93a63a7d1b12afe2e44fc457d732a66fb5249e"],"state_sha256":"9115ad2b3c67cbf6a9c135b67a49eaa78f1833d7d047acb90a3b152faec02d50"}