{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:23K2XBXSSB5AIGNAFMBLZGZ5I7","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":"b35444ff73e80433eadc31844a065214c6ac36929473e6b19a09bbfa06e0d8aa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-07-17T04:17:09Z","title_canon_sha256":"6d9608c82291857c92cdee242abbcbef043c450fb5f273f3bf3576af740c0f79"},"schema_version":"1.0","source":{"id":"2407.12309","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.12309","created_at":"2026-07-05T08:45:02Z"},{"alias_kind":"arxiv_version","alias_value":"2407.12309v1","created_at":"2026-07-05T08:45:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.12309","created_at":"2026-07-05T08:45:02Z"},{"alias_kind":"pith_short_12","alias_value":"23K2XBXSSB5A","created_at":"2026-07-05T08:45:02Z"},{"alias_kind":"pith_short_16","alias_value":"23K2XBXSSB5AIGNA","created_at":"2026-07-05T08:45:02Z"},{"alias_kind":"pith_short_8","alias_value":"23K2XBXS","created_at":"2026-07-05T08:45:02Z"}],"graph_snapshots":[{"event_id":"sha256:e94f106173be3852ffebc4ed9c8fe7bbc44d9b8a32dac321a8348dad2663c9aa","target":"graph","created_at":"2026-07-05T08:45:02Z","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/2407.12309/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Electronic health records (EHRs) are multimodal by nature, consisting of structured tabular features like lab tests and unstructured clinical notes. In real-life clinical practice, doctors use complementary multimodal EHR data sources to get a clearer picture of patients' health and support clinical decision-making. However, most EHR predictive models do not reflect these procedures, as they either focus on a single modality or overlook the inter-modality interactions/redundancy. In this work, we propose MEDFuse, a Multimodal EHR Data Fusion framework that incorporates masked lab-test modeling","authors_text":"Chenwei Wu, Cong-Tinh Dao, David Restrepo, Fang-Ming Hung, Feng Liu, Jian-Zhe Wang, Jun-En Ding, Shun Liu, Thao Minh Nguyen Phan, Wen-Chih Peng","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-07-17T04:17:09Z","title":"MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.12309","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":"sha256:22fa9afea7fb62100801edca5ff9aa33a7c8e00d7475587957daada1ae827678","target":"record","created_at":"2026-07-05T08:45:02Z","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":"b35444ff73e80433eadc31844a065214c6ac36929473e6b19a09bbfa06e0d8aa","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-07-17T04:17:09Z","title_canon_sha256":"6d9608c82291857c92cdee242abbcbef043c450fb5f273f3bf3576af740c0f79"},"schema_version":"1.0","source":{"id":"2407.12309","kind":"arxiv","version":1}},"canonical_sha256":"d6d5ab86f2907a0419a02b02bc9b3d47fe3e4ceae919a2fb475520e1273ca7f8","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"d6d5ab86f2907a0419a02b02bc9b3d47fe3e4ceae919a2fb475520e1273ca7f8","first_computed_at":"2026-07-05T08:45:02.751483Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:45:02.751483Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GwbamUgWMB41aHZkZM0LLEnJQqC+yKX2JElha9sI/ZwQCQxQDo/YAV/qHv5vYk2Z+J6gDqL/n2xIGMEhTGjIBw==","signature_status":"signed_v1","signed_at":"2026-07-05T08:45:02.751874Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.12309","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:22fa9afea7fb62100801edca5ff9aa33a7c8e00d7475587957daada1ae827678","sha256:e94f106173be3852ffebc4ed9c8fe7bbc44d9b8a32dac321a8348dad2663c9aa"],"state_sha256":"b1169a836224a335a814a63652cebd8c89ca09a400c24d05f862e9245bd4a6f8"}