{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:HQKTPWECT4FLPKKAVVC53KZIHP","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":"5b5f17b8257b6f4b8c8fc227d5b757b5cb6e525f471213eadc2e9ff7d841cef6","cross_cats_sorted":["cs.CG","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2019-07-17T21:49:29Z","title_canon_sha256":"e818dc514f21035c87f39a5bba98b358ece90df7cd06021fbbe02599b4a128ac"},"schema_version":"1.0","source":{"id":"1907.07783","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1907.07783","created_at":"2026-07-05T00:02:59Z"},{"alias_kind":"arxiv_version","alias_value":"1907.07783v1","created_at":"2026-07-05T00:02:59Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1907.07783","created_at":"2026-07-05T00:02:59Z"},{"alias_kind":"pith_short_12","alias_value":"HQKTPWECT4FL","created_at":"2026-07-05T00:02:59Z"},{"alias_kind":"pith_short_16","alias_value":"HQKTPWECT4FLPKKA","created_at":"2026-07-05T00:02:59Z"},{"alias_kind":"pith_short_8","alias_value":"HQKTPWEC","created_at":"2026-07-05T00:02:59Z"}],"graph_snapshots":[{"event_id":"sha256:f0ba8a541594b34572ab46b14ad8b9865ab24fa68ef6f2fe06eafce2a6ea016c","target":"graph","created_at":"2026-07-05T00:02:59Z","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/1907.07783/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"We propose and demonstrate a joint model of anatomical shapes, image features and clinical indicators for statistical shape modeling and medical image analysis. The key idea is to employ a copula model to separate the joint dependency structure from the marginal distributions of variables of interest. This separation provides flexibility on the assumptions made during the modeling process. The proposed method can handle binary, discrete, ordinal and continuous variables. We demonstrate a simple and efficient way to include binary, discrete and ordinal variables into the modeling. We build Baye","authors_text":"Bernhard Egger, Florian Dubost, Marco J. Nardin, Markus D. Schirmer, Natalia S. Rost, Polina Golland","cross_cats":["cs.CG","cs.CV","cs.LG"],"headline":"","license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2019-07-17T21:49:29Z","title":"Patient-specific Conditional Joint Models of Shape, Image Features and Clinical Indicators"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1907.07783","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":"sha256:6d8e752d737a0a6d729a689045b9886fadeb5a5e3bc2ed6ba64ba29b23e44b7a","target":"record","created_at":"2026-07-05T00:02:59Z","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":"5b5f17b8257b6f4b8c8fc227d5b757b5cb6e525f471213eadc2e9ff7d841cef6","cross_cats_sorted":["cs.CG","cs.CV","cs.LG"],"license":"http://creativecommons.org/licenses/by-nc-sa/4.0/","primary_cat":"eess.IV","submitted_at":"2019-07-17T21:49:29Z","title_canon_sha256":"e818dc514f21035c87f39a5bba98b358ece90df7cd06021fbbe02599b4a128ac"},"schema_version":"1.0","source":{"id":"1907.07783","kind":"arxiv","version":1}},"canonical_sha256":"3c1537d8829f0ab7a940ad45ddab283beb51a5e41de09e9a9a40ca4298d9ba7d","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"3c1537d8829f0ab7a940ad45ddab283beb51a5e41de09e9a9a40ca4298d9ba7d","first_computed_at":"2026-07-05T00:02:59.800240Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T00:02:59.800240Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bT5syKv8NXGRD0OhA1WwaM8OpSM7gGULex/S9ChqeUV9OXiz8IWH7eszH6+A4wfokgS5pmvargSHUDZBgckbBA==","signature_status":"signed_v1","signed_at":"2026-07-05T00:02:59.800584Z","signed_message":"canonical_sha256_bytes"},"source_id":"1907.07783","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:6d8e752d737a0a6d729a689045b9886fadeb5a5e3bc2ed6ba64ba29b23e44b7a","sha256:f0ba8a541594b34572ab46b14ad8b9865ab24fa68ef6f2fe06eafce2a6ea016c"],"state_sha256":"77d7254980d511577eb70aded8bbd327327a734608d2464563a4b72d07ed73bc"}