{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:2D5PBGFE622Q3LGOSFYTQOPWRC","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":"1f87be13ddb39b8cae2097ef642dc0f628a5c7286dbd8ecb589f6a2c6e2984c7","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-07T19:23:22Z","title_canon_sha256":"b374b0dd467188ca2311cbd0187b48e18d85f3f866047fd0aebfa883b5227cd3"},"schema_version":"1.0","source":{"id":"2406.12897","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.12897","created_at":"2026-07-05T08:33:53Z"},{"alias_kind":"arxiv_version","alias_value":"2406.12897v1","created_at":"2026-07-05T08:33:53Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.12897","created_at":"2026-07-05T08:33:53Z"},{"alias_kind":"pith_short_12","alias_value":"2D5PBGFE622Q","created_at":"2026-07-05T08:33:53Z"},{"alias_kind":"pith_short_16","alias_value":"2D5PBGFE622Q3LGO","created_at":"2026-07-05T08:33:53Z"},{"alias_kind":"pith_short_8","alias_value":"2D5PBGFE","created_at":"2026-07-05T08:33:53Z"}],"graph_snapshots":[{"event_id":"sha256:d229102be56fae9958bfcd0c2032bb1e60b035d2a30ba7ef9bd63a2cfa53c513","target":"graph","created_at":"2026-07-05T08:33:53Z","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/2406.12897/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"It is imperative that breast cancer is detected precisely and timely to improve patient outcomes. Diagnostic methodologies have traditionally relied on unimodal approaches; however, medical data analytics is integrating diverse data sources beyond conventional imaging. Using multi-modal techniques, integrating both image and non-image data, marks a transformative advancement in breast cancer diagnosis. The purpose of this review is to explore the burgeoning field of multimodal techniques, particularly the fusion of histopathology images with non-image data. Further, Explainable AI (XAI) will b","authors_text":"Ahmed Bouridane, Faseela Abdullakutty, Rifat Hamoudi, Somaya Al-Maadeed, Younes Akbari","cross_cats":["cs.AI","cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-07T19:23:22Z","title":"Advancing Histopathology-Based Breast Cancer Diagnosis: Insights into Multi-Modality and Explainability"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.12897","kind":"arxiv","version":1},"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":"sha256:0b708d5c7be5c8bdfb7e13eeec21fb63828a8e9207078c0b443cab4c02ffad0c","target":"record","created_at":"2026-07-05T08:33:53Z","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":"1f87be13ddb39b8cae2097ef642dc0f628a5c7286dbd8ecb589f6a2c6e2984c7","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.LG","submitted_at":"2024-06-07T19:23:22Z","title_canon_sha256":"b374b0dd467188ca2311cbd0187b48e18d85f3f866047fd0aebfa883b5227cd3"},"schema_version":"1.0","source":{"id":"2406.12897","kind":"arxiv","version":1}},"canonical_sha256":"d0faf098a4f6b50dacce91713839f688a317d4e93dcf6ff232127738af614785","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d0faf098a4f6b50dacce91713839f688a317d4e93dcf6ff232127738af614785","first_computed_at":"2026-07-05T08:33:53.013721Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:33:53.013721Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"krSpwl+S6Sgpll23dVdzNGFLhJiBJnVVRvrT+PimQXeGEbKrw1oqAkJtFEyaVcIq6vh3QX9U723d5L/ieSWHAg==","signature_status":"signed_v1","signed_at":"2026-07-05T08:33:53.014079Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.12897","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0b708d5c7be5c8bdfb7e13eeec21fb63828a8e9207078c0b443cab4c02ffad0c","sha256:d229102be56fae9958bfcd0c2032bb1e60b035d2a30ba7ef9bd63a2cfa53c513"],"state_sha256":"43475ec496c6680d2ce48cd5b1a006f6af3720ac640df2d83cfb124e2d4df408"}