{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:S6LKD72N2NQSUKVN6RICGRQZYZ","short_pith_number":"pith:S6LKD72N","canonical_record":{"source":{"id":"2305.18576","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-29T19:37:26Z","cross_cats_sorted":[],"title_canon_sha256":"9da924f138366fb60765f9287fd340cee38ccad6d242da06c06997f1b5af083b","abstract_canon_sha256":"3dd74fd07da87eac60cf9d191e6aba5b3645015ca572aeff465e111b02e47a68"},"schema_version":"1.0"},"canonical_sha256":"9796a1ff4dd3612a2aadf450234619c6518007019a82c33995b3915629a6dab1","source":{"kind":"arxiv","id":"2305.18576","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.18576","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"arxiv_version","alias_value":"2305.18576v1","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.18576","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_12","alias_value":"S6LKD72N2NQS","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_16","alias_value":"S6LKD72N2NQSUKVN","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_8","alias_value":"S6LKD72N","created_at":"2026-07-05T06:15:02Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:S6LKD72N2NQSUKVN6RICGRQZYZ","target":"record","payload":{"canonical_record":{"source":{"id":"2305.18576","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-29T19:37:26Z","cross_cats_sorted":[],"title_canon_sha256":"9da924f138366fb60765f9287fd340cee38ccad6d242da06c06997f1b5af083b","abstract_canon_sha256":"3dd74fd07da87eac60cf9d191e6aba5b3645015ca572aeff465e111b02e47a68"},"schema_version":"1.0"},"canonical_sha256":"9796a1ff4dd3612a2aadf450234619c6518007019a82c33995b3915629a6dab1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T06:15:02.395408Z","signature_b64":"XJuiZBSAUu6fplELT1ZmTrvymORczucrr7zA+RlXmg558mcvEeTpXKbxacO1hyqy3xIt4/6suG4irgwpEyaaBg==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"9796a1ff4dd3612a2aadf450234619c6518007019a82c33995b3915629a6dab1","last_reissued_at":"2026-07-05T06:15:02.394991Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T06:15:02.394991Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2305.18576","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:15:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"V1JxEQjs0YZ+xrUNWniVeqf+Ps+K0MAp9zdLSKCp5uw88CFRHW6IC88iQaUp/81mWPH9T+zrKPQWC+B1RMw/DQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T15:46:46.296289Z"},"content_sha256":"3b94f8c17c014df160754ac60b1dc4d0cc009845df975f88ee87aa47443a9261","schema_version":"1.0","event_id":"sha256:3b94f8c17c014df160754ac60b1dc4d0cc009845df975f88ee87aa47443a9261"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:S6LKD72N2NQSUKVN6RICGRQZYZ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"TreeMAN: Tree-enhanced Multimodal Attention Network for ICD Coding","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Fen Xia, Guoqing Zhao, Xiaojie Yuan, Xuyuan Liu, Yanlong Wen, Zichen Liu","submitted_at":"2023-05-29T19:37:26Z","abstract_excerpt":"ICD coding is designed to assign the disease codes to electronic health records (EHRs) upon discharge, which is crucial for billing and clinical statistics. In an attempt to improve the effectiveness and efficiency of manual coding, many methods have been proposed to automatically predict ICD codes from clinical notes. However, most previous works ignore the decisive information contained in structured medical data in EHRs, which is hard to be captured from the noisy clinical notes. In this paper, we propose a Tree-enhanced Multimodal Attention Network (TreeMAN) to fuse tabular features and te"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.18576","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/2305.18576/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"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T06:15:02Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jFHA2WwWbyB40XxXivE7fnlSqRQQdJtkuMyP0nK8Vh7/t385H+AB5KD2h/TRb0vwo/Rw0FFnUctP8OEpxDsNDA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-20T15:46:46.297162Z"},"content_sha256":"c555b6879b711349bd8cff58a7265b68746de4b10eac58062d77d4283f2a1011","schema_version":"1.0","event_id":"sha256:c555b6879b711349bd8cff58a7265b68746de4b10eac58062d77d4283f2a1011"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/bundle.json","state_url":"https://pith.science/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-08-20T15:46:46Z","links":{"resolver":"https://pith.science/pith/S6LKD72N2NQSUKVN6RICGRQZYZ","bundle":"https://pith.science/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/bundle.json","state":"https://pith.science/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/S6LKD72N2NQSUKVN6RICGRQZYZ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:S6LKD72N2NQSUKVN6RICGRQZYZ","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":"3dd74fd07da87eac60cf9d191e6aba5b3645015ca572aeff465e111b02e47a68","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-29T19:37:26Z","title_canon_sha256":"9da924f138366fb60765f9287fd340cee38ccad6d242da06c06997f1b5af083b"},"schema_version":"1.0","source":{"id":"2305.18576","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2305.18576","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"arxiv_version","alias_value":"2305.18576v1","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2305.18576","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_12","alias_value":"S6LKD72N2NQS","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_16","alias_value":"S6LKD72N2NQSUKVN","created_at":"2026-07-05T06:15:02Z"},{"alias_kind":"pith_short_8","alias_value":"S6LKD72N","created_at":"2026-07-05T06:15:02Z"}],"graph_snapshots":[{"event_id":"sha256:c555b6879b711349bd8cff58a7265b68746de4b10eac58062d77d4283f2a1011","target":"graph","created_at":"2026-07-05T06:15:02Z","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/2305.18576/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"ICD coding is designed to assign the disease codes to electronic health records (EHRs) upon discharge, which is crucial for billing and clinical statistics. In an attempt to improve the effectiveness and efficiency of manual coding, many methods have been proposed to automatically predict ICD codes from clinical notes. However, most previous works ignore the decisive information contained in structured medical data in EHRs, which is hard to be captured from the noisy clinical notes. In this paper, we propose a Tree-enhanced Multimodal Attention Network (TreeMAN) to fuse tabular features and te","authors_text":"Fen Xia, Guoqing Zhao, Xiaojie Yuan, Xuyuan Liu, Yanlong Wen, Zichen Liu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-29T19:37:26Z","title":"TreeMAN: Tree-enhanced Multimodal Attention Network for ICD Coding"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2305.18576","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":"sha256:3b94f8c17c014df160754ac60b1dc4d0cc009845df975f88ee87aa47443a9261","target":"record","created_at":"2026-07-05T06:15:02Z","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":"3dd74fd07da87eac60cf9d191e6aba5b3645015ca572aeff465e111b02e47a68","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2023-05-29T19:37:26Z","title_canon_sha256":"9da924f138366fb60765f9287fd340cee38ccad6d242da06c06997f1b5af083b"},"schema_version":"1.0","source":{"id":"2305.18576","kind":"arxiv","version":1}},"canonical_sha256":"9796a1ff4dd3612a2aadf450234619c6518007019a82c33995b3915629a6dab1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"9796a1ff4dd3612a2aadf450234619c6518007019a82c33995b3915629a6dab1","first_computed_at":"2026-07-05T06:15:02.394991Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T06:15:02.394991Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"XJuiZBSAUu6fplELT1ZmTrvymORczucrr7zA+RlXmg558mcvEeTpXKbxacO1hyqy3xIt4/6suG4irgwpEyaaBg==","signature_status":"signed_v1","signed_at":"2026-07-05T06:15:02.395408Z","signed_message":"canonical_sha256_bytes"},"source_id":"2305.18576","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3b94f8c17c014df160754ac60b1dc4d0cc009845df975f88ee87aa47443a9261","sha256:c555b6879b711349bd8cff58a7265b68746de4b10eac58062d77d4283f2a1011"],"state_sha256":"f86f3bef92e58d782b5cad4acad2aae7c70e1ec696020c59b0fc0b57be3bcfaa"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"RiLL3I2+RpW7fCyP0uu/CC/I2zXYcan4pQuqqkW0LFq6hjoclFXbpAx6KOmuQZkSHCMM+hWG8K45dg2HDB1iBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-20T15:46:46.302827Z","bundle_sha256":"d214cd4dcda302964ceef40986b7f84ca42dc9adbc2e6c4e386d22ce4d80e78d"}}