{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:GEZKSN3OPOFWC2RB4ZX73NNDL4","short_pith_number":"pith:GEZKSN3O","canonical_record":{"source":{"id":"2403.13078","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-19T18:15:15Z","cross_cats_sorted":["cs.AI","cs.HC"],"title_canon_sha256":"d6d0ee04d1b9728b5ed14a94e367e5ee10889564bfeb5853865289c1e6a4fc75","abstract_canon_sha256":"2f0f0a5570f7f556a7221264a724bea28d37b92bc674834f05f2e5da39ca2b6a"},"schema_version":"1.0"},"canonical_sha256":"3132a9376e7b8b616a21e66ffdb5a35f3d3a0da8a80faea4cae19eb2db8ef3f3","source":{"kind":"arxiv","id":"2403.13078","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.13078","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"arxiv_version","alias_value":"2403.13078v2","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.13078","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_12","alias_value":"GEZKSN3OPOFW","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_16","alias_value":"GEZKSN3OPOFWC2RB","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_8","alias_value":"GEZKSN3O","created_at":"2026-07-05T08:41:44Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:GEZKSN3OPOFWC2RB4ZX73NNDL4","target":"record","payload":{"canonical_record":{"source":{"id":"2403.13078","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-19T18:15:15Z","cross_cats_sorted":["cs.AI","cs.HC"],"title_canon_sha256":"d6d0ee04d1b9728b5ed14a94e367e5ee10889564bfeb5853865289c1e6a4fc75","abstract_canon_sha256":"2f0f0a5570f7f556a7221264a724bea28d37b92bc674834f05f2e5da39ca2b6a"},"schema_version":"1.0"},"canonical_sha256":"3132a9376e7b8b616a21e66ffdb5a35f3d3a0da8a80faea4cae19eb2db8ef3f3","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:41:44.170025Z","signature_b64":"kLUS5WlwkbvEjkNwROjBjRqF/dBA4AvlV9Lurp0j9dwArHJGHOTL5REJE1XKRXzUK5Gf8CuEyjMX/PfWtMbrDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"3132a9376e7b8b616a21e66ffdb5a35f3d3a0da8a80faea4cae19eb2db8ef3f3","last_reissued_at":"2026-07-05T08:41:44.169525Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:41:44.169525Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2403.13078","source_version":2,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T08:41:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"CQwx1mD6Cxy4D/tN0Fw7CRLRBIKngmaggFuNNcMFVf4EhI1mbo0OfU05FWviT7WQ7YM1BRTOIvlIoCZpWszMBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T11:29:44.470779Z"},"content_sha256":"908ab31be2097c02bff4bbed514aea3c4e086b3d3fd57343900e077e3e5b7a97","schema_version":"1.0","event_id":"sha256:908ab31be2097c02bff4bbed514aea3c4e086b3d3fd57343900e077e3e5b7a97"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:GEZKSN3OPOFWC2RB4ZX73NNDL4","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"HuLP: Human-in-the-Loop for Prognosis","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","headline":"","cross_cats":["cs.AI","cs.HC"],"primary_cat":"cs.CV","authors_text":"Ikboljon Sobirov, Mai Kassem, Mohammad Yaqub, Muhammad Ridzuan, Numan Saeed","submitted_at":"2024-03-19T18:15:15Z","abstract_excerpt":"This paper introduces HuLP, a Human-in-the-Loop for Prognosis model designed to enhance the reliability and interpretability of prognostic models in clinical contexts, especially when faced with the complexities of missing covariates and outcomes. HuLP offers an innovative approach that enables human expert intervention, empowering clinicians to interact with and correct models' predictions, thus fostering collaboration between humans and AI models to produce more accurate prognosis. Additionally, HuLP addresses the challenges of missing data by utilizing neural networks and providing a tailor"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.13078","kind":"arxiv","version":2},"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/2403.13078/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":"2026-07-05T08:41:44Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"rLE57aKyzr59vniGpZ3Rx2/KVr+S7Rb97yEWV4PtwLhmhGR3wTRGHPfiyBnZ68kU2bFMrMgf64IDhEiMaDujAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-06T11:29:44.471158Z"},"content_sha256":"092d2b33f3e74b37caad654ee670f1273b71a2308d6bcdf5f3b0971404ddc5a1","schema_version":"1.0","event_id":"sha256:092d2b33f3e74b37caad654ee670f1273b71a2308d6bcdf5f3b0971404ddc5a1"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/bundle.json","state_url":"https://pith.science/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/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":"2026-07-06T11:29:44Z","links":{"resolver":"https://pith.science/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4","bundle":"https://pith.science/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/bundle.json","state":"https://pith.science/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/state.json","well_known_bundle":"https://pith.science/.well-known/pith/GEZKSN3OPOFWC2RB4ZX73NNDL4/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:GEZKSN3OPOFWC2RB4ZX73NNDL4","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":"2f0f0a5570f7f556a7221264a724bea28d37b92bc674834f05f2e5da39ca2b6a","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-19T18:15:15Z","title_canon_sha256":"d6d0ee04d1b9728b5ed14a94e367e5ee10889564bfeb5853865289c1e6a4fc75"},"schema_version":"1.0","source":{"id":"2403.13078","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2403.13078","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"arxiv_version","alias_value":"2403.13078v2","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2403.13078","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_12","alias_value":"GEZKSN3OPOFW","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_16","alias_value":"GEZKSN3OPOFWC2RB","created_at":"2026-07-05T08:41:44Z"},{"alias_kind":"pith_short_8","alias_value":"GEZKSN3O","created_at":"2026-07-05T08:41:44Z"}],"graph_snapshots":[{"event_id":"sha256:092d2b33f3e74b37caad654ee670f1273b71a2308d6bcdf5f3b0971404ddc5a1","target":"graph","created_at":"2026-07-05T08:41:44Z","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/2403.13078/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper introduces HuLP, a Human-in-the-Loop for Prognosis model designed to enhance the reliability and interpretability of prognostic models in clinical contexts, especially when faced with the complexities of missing covariates and outcomes. HuLP offers an innovative approach that enables human expert intervention, empowering clinicians to interact with and correct models' predictions, thus fostering collaboration between humans and AI models to produce more accurate prognosis. Additionally, HuLP addresses the challenges of missing data by utilizing neural networks and providing a tailor","authors_text":"Ikboljon Sobirov, Mai Kassem, Mohammad Yaqub, Muhammad Ridzuan, Numan Saeed","cross_cats":["cs.AI","cs.HC"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-19T18:15:15Z","title":"HuLP: Human-in-the-Loop for Prognosis"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2403.13078","kind":"arxiv","version":2},"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":"sha256:908ab31be2097c02bff4bbed514aea3c4e086b3d3fd57343900e077e3e5b7a97","target":"record","created_at":"2026-07-05T08:41:44Z","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":"2f0f0a5570f7f556a7221264a724bea28d37b92bc674834f05f2e5da39ca2b6a","cross_cats_sorted":["cs.AI","cs.HC"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"cs.CV","submitted_at":"2024-03-19T18:15:15Z","title_canon_sha256":"d6d0ee04d1b9728b5ed14a94e367e5ee10889564bfeb5853865289c1e6a4fc75"},"schema_version":"1.0","source":{"id":"2403.13078","kind":"arxiv","version":2}},"canonical_sha256":"3132a9376e7b8b616a21e66ffdb5a35f3d3a0da8a80faea4cae19eb2db8ef3f3","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3132a9376e7b8b616a21e66ffdb5a35f3d3a0da8a80faea4cae19eb2db8ef3f3","first_computed_at":"2026-07-05T08:41:44.169525Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:41:44.169525Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"kLUS5WlwkbvEjkNwROjBjRqF/dBA4AvlV9Lurp0j9dwArHJGHOTL5REJE1XKRXzUK5Gf8CuEyjMX/PfWtMbrDA==","signature_status":"signed_v1","signed_at":"2026-07-05T08:41:44.170025Z","signed_message":"canonical_sha256_bytes"},"source_id":"2403.13078","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:908ab31be2097c02bff4bbed514aea3c4e086b3d3fd57343900e077e3e5b7a97","sha256:092d2b33f3e74b37caad654ee670f1273b71a2308d6bcdf5f3b0971404ddc5a1"],"state_sha256":"8dde29881d61b4e82131141ab8afc276d2b11583fafc4c8ac0e8f5c78963aab0"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"nD7BfLQHzoWC3rklCAjEdcABgTiiVfTT/UeuRgDYlarR9HUPXDoGDUU6KPZT90HWnJxYMSUuV5Hc6H9exoC3Ag==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-06T11:29:44.473149Z","bundle_sha256":"bfcfc22a084eb6cb73e39caa4262fdef80206c8397a7a5057e6937b7914c91f6"}}