{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:NZY6N2TUULVRZ7C3F4WIN75VFQ","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":"a76e347294ae467ee2fa4190389c452b265c714f614946573585906853142b2c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-10T22:53:15Z","title_canon_sha256":"f451ff962ea1c66446330614a8258afa980f73f6a2e8c57bcfa90a5f4b3bcf05"},"schema_version":"1.0","source":{"id":"2310.07059","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2310.07059","created_at":"2026-07-05T08:34:06Z"},{"alias_kind":"arxiv_version","alias_value":"2310.07059v2","created_at":"2026-07-05T08:34:06Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2310.07059","created_at":"2026-07-05T08:34:06Z"},{"alias_kind":"pith_short_12","alias_value":"NZY6N2TUULVR","created_at":"2026-07-05T08:34:06Z"},{"alias_kind":"pith_short_16","alias_value":"NZY6N2TUULVRZ7C3","created_at":"2026-07-05T08:34:06Z"},{"alias_kind":"pith_short_8","alias_value":"NZY6N2TU","created_at":"2026-07-05T08:34:06Z"}],"graph_snapshots":[{"event_id":"sha256:cce2c6d18a0119a87f279b67c341480a4feaa901e8ff922ef3fea61a06d71027","target":"graph","created_at":"2026-07-05T08:34:06Z","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/2310.07059/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Multi-label text classification (MLTC) tasks in the medical domain often face the long-tail label distribution problem. Prior works have explored hierarchical label structures to find relevant information for few-shot classes, but mostly neglected to incorporate external knowledge from medical guidelines. This paper presents DKEC, Domain Knowledge Enhanced Classification for diagnosis prediction with two innovations: (1) automated construction of heterogeneous knowledge graphs from external sources to capture semantic relations among diverse medical entities, (2) incorporating the heterogeneou","authors_text":"Homa Alemzadeh, John A. Stankovic, Ronald Dean Williams, Satpathy Abhishek, Xueren Ge","cross_cats":["cs.AI","cs.LG"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-10T22:53:15Z","title":"DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis Prediction"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2310.07059","kind":"arxiv","version":2},"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":"sha256:45ab973a42933edc79c1835bdb11009c90d9d0651aee0c6115f5a8b585b75ea0","target":"record","created_at":"2026-07-05T08:34:06Z","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":"a76e347294ae467ee2fa4190389c452b265c714f614946573585906853142b2c","cross_cats_sorted":["cs.AI","cs.LG"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CL","submitted_at":"2023-10-10T22:53:15Z","title_canon_sha256":"f451ff962ea1c66446330614a8258afa980f73f6a2e8c57bcfa90a5f4b3bcf05"},"schema_version":"1.0","source":{"id":"2310.07059","kind":"arxiv","version":2}},"canonical_sha256":"6e71e6ea74a2eb1cfc5b2f2c86ffb52c2b6e2adfe6520d98f6c690b6b3f3983f","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"6e71e6ea74a2eb1cfc5b2f2c86ffb52c2b6e2adfe6520d98f6c690b6b3f3983f","first_computed_at":"2026-07-05T08:34:06.777630Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:34:06.777630Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"swznd/srog6fDIUYcROY823yNtfQ+RQUDiY8sDxjvk9qqs1DU6VReOpuLYB++qq4CavXt76aAudwSSKHT/m3CA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:34:06.778177Z","signed_message":"canonical_sha256_bytes"},"source_id":"2310.07059","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:45ab973a42933edc79c1835bdb11009c90d9d0651aee0c6115f5a8b585b75ea0","sha256:cce2c6d18a0119a87f279b67c341480a4feaa901e8ff922ef3fea61a06d71027"],"state_sha256":"11332e88277995270cdb39e2114ce7d565bf5e7eaf27ae5f64109734d771a72e"}