{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2026:MFVRSOPV4U7DKUTAI5DLRTZU7A","short_pith_number":"pith:MFVRSOPV","schema_version":"1.0","canonical_sha256":"616b1939f5e53e3552604746b8cf34f8011eee9d7c98af10880716103862d1d1","source":{"kind":"arxiv","id":"2608.05993","version":1},"attestation_state":"computed","paper":{"title":"Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Alexander Apartsin, Yehudit Aperstein","submitted_at":"2026-08-06T13:04:42Z","abstract_excerpt":"Much clinical value is conveyed not through structured records but through communication: exchanges in which patients describe symptoms, clinicians reason and give instructions, ambulances hand over to emergency departments, and nurses pass on a shift. Such language differs from tabular data because meaning depends on speaker role, intent, causality, uncertainty, omission, and channel noise. Healthcare natural language processing must therefore interpret information as conveyed rather than coded. This requires well-annotated corpora, which are scarce because authentic exchanges are private, fr"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2608.05993","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2026-08-06T13:04:42Z","cross_cats_sorted":[],"title_canon_sha256":"0c4b621f85c67ef0f00f80cdfef8aea37fb0f41a88ca9130b77f3d1ccb16ca18","abstract_canon_sha256":"3295d2ae6d8591b5d27c754e018c5777be5462c2230d791c9b31c60a016c076c"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-08-07T00:54:52.933109Z","signature_b64":"YtUyMO1GCfm76M5gCbPNvYSRUUq6fHsUZOSFfc0Os+iqC22jN8PeXWdCU6PFJ9pbi9SJULmgC/hIwOCh9QMYCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"616b1939f5e53e3552604746b8cf34f8011eee9d7c98af10880716103862d1d1","last_reissued_at":"2026-08-07T00:54:52.931693Z","signature_status":"signed_v1","first_computed_at":"2026-08-07T00:54:52.931693Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Clinical Communication Processing with Models Trained on LLM-Generated Synthetic Data: A Structured Survey and Novel Application Case Studies","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Alexander Apartsin, Yehudit Aperstein","submitted_at":"2026-08-06T13:04:42Z","abstract_excerpt":"Much clinical value is conveyed not through structured records but through communication: exchanges in which patients describe symptoms, clinicians reason and give instructions, ambulances hand over to emergency departments, and nurses pass on a shift. Such language differs from tabular data because meaning depends on speaker role, intent, causality, uncertainty, omission, and channel noise. Healthcare natural language processing must therefore interpret information as conveyed rather than coded. This requires well-annotated corpora, which are scarce because authentic exchanges are private, fr"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2608.05993","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/2608.05993/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2608.05993","created_at":"2026-08-07T00:54:52.933234+00:00"},{"alias_kind":"arxiv_version","alias_value":"2608.05993v1","created_at":"2026-08-07T00:54:52.933234+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2608.05993","created_at":"2026-08-07T00:54:52.933234+00:00"},{"alias_kind":"pith_short_12","alias_value":"MFVRSOPV4U7D","created_at":"2026-08-07T00:54:52.933234+00:00"},{"alias_kind":"pith_short_16","alias_value":"MFVRSOPV4U7DKUTA","created_at":"2026-08-07T00:54:52.933234+00:00"},{"alias_kind":"pith_short_8","alias_value":"MFVRSOPV","created_at":"2026-08-07T00:54:52.933234+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A","json":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A.json","graph_json":"https://pith.science/api/pith-number/MFVRSOPV4U7DKUTAI5DLRTZU7A/graph.json","events_json":"https://pith.science/api/pith-number/MFVRSOPV4U7DKUTAI5DLRTZU7A/events.json","paper":"https://pith.science/paper/MFVRSOPV"},"agent_actions":{"view_html":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A","download_json":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A.json","view_paper":"https://pith.science/paper/MFVRSOPV","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2608.05993&json=true","fetch_graph":"https://pith.science/api/pith-number/MFVRSOPV4U7DKUTAI5DLRTZU7A/graph.json","fetch_events":"https://pith.science/api/pith-number/MFVRSOPV4U7DKUTAI5DLRTZU7A/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A/action/timestamp_anchor","attest_storage":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A/action/storage_attestation","attest_author":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A/action/author_attestation","sign_citation":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A/action/citation_signature","submit_replication":"https://pith.science/pith/MFVRSOPV4U7DKUTAI5DLRTZU7A/action/replication_record"}},"created_at":"2026-08-07T00:54:52.933234+00:00","updated_at":"2026-08-07T00:54:52.933234+00:00"}