{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2025:MCCEH4BTNDJSXAA4LIO5OCNXYI","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":"8f8fd22c4673a096e262e8293b8b838d7ddff9b4537cfd6a655f70ee5cb82d7e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CE","submitted_at":"2025-05-15T02:02:03Z","title_canon_sha256":"1a7d35bf2fe99968abeb2f0fbb3315afda31a88a5be0516ec5dcb8dcf7799e1e"},"schema_version":"1.0","source":{"id":"2505.09899","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2505.09899","created_at":"2026-07-05T11:03:30Z"},{"alias_kind":"arxiv_version","alias_value":"2505.09899v1","created_at":"2026-07-05T11:03:30Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2505.09899","created_at":"2026-07-05T11:03:30Z"},{"alias_kind":"pith_short_12","alias_value":"MCCEH4BTNDJS","created_at":"2026-07-05T11:03:30Z"},{"alias_kind":"pith_short_16","alias_value":"MCCEH4BTNDJSXAA4","created_at":"2026-07-05T11:03:30Z"},{"alias_kind":"pith_short_8","alias_value":"MCCEH4BT","created_at":"2026-07-05T11:03:30Z"}],"graph_snapshots":[{"event_id":"sha256:ffb180d13e97ee4af7e28f35452ca918db961f7e57ea902fbf52ecfba6a0993d","target":"graph","created_at":"2026-07-05T11:03:30Z","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/2505.09899/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Cancer remains a leading cause of death worldwide, necessitating personalized treatment approaches to improve outcomes. Theranostics, combining molecular-level imaging with targeted therapy, offers potential for precision oncology but requires optimized, patient-specific care plans. This paper investigates state-of-the-art data-driven decision support applications with a reinforcement learning focus in precision oncology. We review current applications, training environments, state-space representation, performance evaluation criteria, and measurement of risk and reward, highlighting key chall","authors_text":"Binesh Sadanandan, Vahid Behzadan","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CE","submitted_at":"2025-05-15T02:02:03Z","title":"Promise of Data-Driven Modeling and Decision Support for Precision Oncology and Theranostics"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2505.09899","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":"sha256:59daf6a5fc54e3f61b654de223b9aa63f7fc63879bba220e62b826e398bf1443","target":"record","created_at":"2026-07-05T11:03:30Z","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":"8f8fd22c4673a096e262e8293b8b838d7ddff9b4537cfd6a655f70ee5cb82d7e","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CE","submitted_at":"2025-05-15T02:02:03Z","title_canon_sha256":"1a7d35bf2fe99968abeb2f0fbb3315afda31a88a5be0516ec5dcb8dcf7799e1e"},"schema_version":"1.0","source":{"id":"2505.09899","kind":"arxiv","version":1}},"canonical_sha256":"608443f03368d32b801c5a1dd709b7c218e3fa013fbf80d2e8b0954ea8e2b202","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"608443f03368d32b801c5a1dd709b7c218e3fa013fbf80d2e8b0954ea8e2b202","first_computed_at":"2026-07-05T11:03:30.185881Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:03:30.185881Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"auptjyO/q2dJA2RaKYVkfi85VTRXgHU87vIR2jl5sIvrQ4G4ZV2z/P2Fud7cLW1be6Uw2KQ/EKMYOqDEjlA4CA==","signature_status":"signed_v1","signed_at":"2026-07-05T11:03:30.186399Z","signed_message":"canonical_sha256_bytes"},"source_id":"2505.09899","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:59daf6a5fc54e3f61b654de223b9aa63f7fc63879bba220e62b826e398bf1443","sha256:ffb180d13e97ee4af7e28f35452ca918db961f7e57ea902fbf52ecfba6a0993d"],"state_sha256":"57fae87d31d43243325ef2a24ec67e414fd1e4ca33b3870114d6be9a8ba6dd8f"}