{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:AFCHOCZKEOINHX6QKCMKMDLWKH","short_pith_number":"pith:AFCHOCZK","canonical_record":{"source":{"id":"2404.05144","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-08T01:55:28Z","cross_cats_sorted":["cs.CV","cs.LG"],"title_canon_sha256":"cf61c6cc3ea854b6c4e49a50cdcbcdd36ebc17e70d81000495ec9568d1afe5a4","abstract_canon_sha256":"9fd8152330b8fb6f182fd1546f82c93436635d4910ce8f66ee2b11817deecf74"},"schema_version":"1.0"},"canonical_sha256":"0144770b2a2390d3dfd05098a60d7651c88b18e757696337341eee63ac940fe1","source":{"kind":"arxiv","id":"2404.05144","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.05144","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"arxiv_version","alias_value":"2404.05144v1","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.05144","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_12","alias_value":"AFCHOCZKEOIN","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_16","alias_value":"AFCHOCZKEOINHX6Q","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_8","alias_value":"AFCHOCZK","created_at":"2026-07-05T08:05:26Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:AFCHOCZKEOINHX6QKCMKMDLWKH","target":"record","payload":{"canonical_record":{"source":{"id":"2404.05144","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-08T01:55:28Z","cross_cats_sorted":["cs.CV","cs.LG"],"title_canon_sha256":"cf61c6cc3ea854b6c4e49a50cdcbcdd36ebc17e70d81000495ec9568d1afe5a4","abstract_canon_sha256":"9fd8152330b8fb6f182fd1546f82c93436635d4910ce8f66ee2b11817deecf74"},"schema_version":"1.0"},"canonical_sha256":"0144770b2a2390d3dfd05098a60d7651c88b18e757696337341eee63ac940fe1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:05:26.563881Z","signature_b64":"Q/KOqy11wchImulRiUwHOiKJsibPoaffoKsFtsNvsIXUT71lCy4PNI51MZ0oe1nkF2XmWuDFOOFH7udAOJoCDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"0144770b2a2390d3dfd05098a60d7651c88b18e757696337341eee63ac940fe1","last_reissued_at":"2026-07-05T08:05:26.563425Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:05:26.563425Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2404.05144","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":"2026-07-05T08:05:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"0NrNZekNcydq0rD0UjEgbrMVsxVC2SdiiW1/bDRnnL6rguwnJ4NOKvtw6hGbleWONfeJig8X310KP0UWy7e1CQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T14:10:03.556118Z"},"content_sha256":"e379374264ac553868b8697d24e1510cf2d040eae3af3dab332b92d4dc0c4355","schema_version":"1.0","event_id":"sha256:e379374264ac553868b8697d24e1510cf2d040eae3af3dab332b92d4dc0c4355"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:AFCHOCZKEOINHX6QKCMKMDLWKH","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Enhancing Clinical Efficiency through LLM: Discharge Note Generation for Cardiac Patients","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.CV","cs.LG"],"primary_cat":"cs.CL","authors_text":"Byeolhee Kim, Gaeun Kee, Heejung Choi, Hyeram Seo, HyoJe Jung, JiYe Han, Minkyoung Kim, Seohyun Park, Soyoung Ko, Suyeon Kim, Tae Joon Jun, Young-Hak Kim, Yunha Kim","submitted_at":"2024-04-08T01:55:28Z","abstract_excerpt":"Medical documentation, including discharge notes, is crucial for ensuring patient care quality, continuity, and effective medical communication. However, the manual creation of these documents is not only time-consuming but also prone to inconsistencies and potential errors. The automation of this documentation process using artificial intelligence (AI) represents a promising area of innovation in healthcare. This study directly addresses the inefficiencies and inaccuracies in creating discharge notes manually, particularly for cardiac patients, by employing AI techniques, specifically large l"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.05144","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/2404.05144/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":"2026-07-05T08:05:26Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"Y+dyKP6ZyMq7iDhJAOWgDYI7J9EzTFuMjZS1O+KKHLwB7EEMQ7J+yzCJrz1NOwvgy14Gvgv3eXLXoXPtNtopCQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T14:10:03.556630Z"},"content_sha256":"74507f03a93577965ec59be010758502c8f526fa94b39a895fb03add20f53350","schema_version":"1.0","event_id":"sha256:74507f03a93577965ec59be010758502c8f526fa94b39a895fb03add20f53350"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/bundle.json","state_url":"https://pith.science/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/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":"2026-08-07T14:10:03Z","links":{"resolver":"https://pith.science/pith/AFCHOCZKEOINHX6QKCMKMDLWKH","bundle":"https://pith.science/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/bundle.json","state":"https://pith.science/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/state.json","well_known_bundle":"https://pith.science/.well-known/pith/AFCHOCZKEOINHX6QKCMKMDLWKH/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AFCHOCZKEOINHX6QKCMKMDLWKH","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":"9fd8152330b8fb6f182fd1546f82c93436635d4910ce8f66ee2b11817deecf74","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-08T01:55:28Z","title_canon_sha256":"cf61c6cc3ea854b6c4e49a50cdcbcdd36ebc17e70d81000495ec9568d1afe5a4"},"schema_version":"1.0","source":{"id":"2404.05144","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2404.05144","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"arxiv_version","alias_value":"2404.05144v1","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2404.05144","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_12","alias_value":"AFCHOCZKEOIN","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_16","alias_value":"AFCHOCZKEOINHX6Q","created_at":"2026-07-05T08:05:26Z"},{"alias_kind":"pith_short_8","alias_value":"AFCHOCZK","created_at":"2026-07-05T08:05:26Z"}],"graph_snapshots":[{"event_id":"sha256:74507f03a93577965ec59be010758502c8f526fa94b39a895fb03add20f53350","target":"graph","created_at":"2026-07-05T08:05:26Z","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/2404.05144/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Medical documentation, including discharge notes, is crucial for ensuring patient care quality, continuity, and effective medical communication. However, the manual creation of these documents is not only time-consuming but also prone to inconsistencies and potential errors. The automation of this documentation process using artificial intelligence (AI) represents a promising area of innovation in healthcare. This study directly addresses the inefficiencies and inaccuracies in creating discharge notes manually, particularly for cardiac patients, by employing AI techniques, specifically large l","authors_text":"Byeolhee Kim, Gaeun Kee, Heejung Choi, Hyeram Seo, HyoJe Jung, JiYe Han, Minkyoung Kim, Seohyun Park, Soyoung Ko, Suyeon Kim, Tae Joon Jun, Young-Hak Kim, Yunha Kim","cross_cats":["cs.CV","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-08T01:55:28Z","title":"Enhancing Clinical Efficiency through LLM: Discharge Note Generation for Cardiac Patients"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2404.05144","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:e379374264ac553868b8697d24e1510cf2d040eae3af3dab332b92d4dc0c4355","target":"record","created_at":"2026-07-05T08:05:26Z","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":"9fd8152330b8fb6f182fd1546f82c93436635d4910ce8f66ee2b11817deecf74","cross_cats_sorted":["cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CL","submitted_at":"2024-04-08T01:55:28Z","title_canon_sha256":"cf61c6cc3ea854b6c4e49a50cdcbcdd36ebc17e70d81000495ec9568d1afe5a4"},"schema_version":"1.0","source":{"id":"2404.05144","kind":"arxiv","version":1}},"canonical_sha256":"0144770b2a2390d3dfd05098a60d7651c88b18e757696337341eee63ac940fe1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"0144770b2a2390d3dfd05098a60d7651c88b18e757696337341eee63ac940fe1","first_computed_at":"2026-07-05T08:05:26.563425Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:05:26.563425Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Q/KOqy11wchImulRiUwHOiKJsibPoaffoKsFtsNvsIXUT71lCy4PNI51MZ0oe1nkF2XmWuDFOOFH7udAOJoCDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:05:26.563881Z","signed_message":"canonical_sha256_bytes"},"source_id":"2404.05144","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:e379374264ac553868b8697d24e1510cf2d040eae3af3dab332b92d4dc0c4355","sha256:74507f03a93577965ec59be010758502c8f526fa94b39a895fb03add20f53350"],"state_sha256":"227a49ebe336df8d1ccd746687b9163daabfc786a462a327907a77d5b1b92aa0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"w3hy868+nhnIBJS5NsC8OBxvkrDa7bwA4TFwUl6c66XUzWL9M7Ex9Gs6zHFYRH+1Xu9x3IEggOAhBrXc4IKODw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T14:10:03.561631Z","bundle_sha256":"241c682cede480e53fcfbd38c1ddee112fcd83122fdb1aaa70bb984472800dc7"}}