{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:JRBBBR5R7YYUOOWCBMHZ2Z3J7Q","short_pith_number":"pith:JRBBBR5R","canonical_record":{"source":{"id":"2412.01844","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2024-11-23T04:56:12Z","cross_cats_sorted":["q-bio.PE"],"title_canon_sha256":"fef1ba55147abcca80d793282a22b9c0f68c6b9cd612e28ce007c3a1982d2581","abstract_canon_sha256":"f50b6cccbec98bf60185a34eea37bfb7e7bfdda69566d1d89a68edf727f0b26c"},"schema_version":"1.0"},"canonical_sha256":"4c4210c7b1fe31473ac20b0f9d6769fc21a5d0748f1293be89b2a7cf9e6f7075","source":{"kind":"arxiv","id":"2412.01844","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.01844","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"arxiv_version","alias_value":"2412.01844v1","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.01844","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_12","alias_value":"JRBBBR5R7YYU","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_16","alias_value":"JRBBBR5R7YYUOOWC","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_8","alias_value":"JRBBBR5R","created_at":"2026-07-05T09:44:55Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:JRBBBR5R7YYUOOWCBMHZ2Z3J7Q","target":"record","payload":{"canonical_record":{"source":{"id":"2412.01844","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2024-11-23T04:56:12Z","cross_cats_sorted":["q-bio.PE"],"title_canon_sha256":"fef1ba55147abcca80d793282a22b9c0f68c6b9cd612e28ce007c3a1982d2581","abstract_canon_sha256":"f50b6cccbec98bf60185a34eea37bfb7e7bfdda69566d1d89a68edf727f0b26c"},"schema_version":"1.0"},"canonical_sha256":"4c4210c7b1fe31473ac20b0f9d6769fc21a5d0748f1293be89b2a7cf9e6f7075","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:44:55.278363Z","signature_b64":"mIDfT+xB2+pWcv+UTQIHM9zfXEBMDbjCEwFsY5nBiwhidkU9rxXB+YdAOQ/VeD+hkXhF3E+3cbIfv18Bv9LZBQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4c4210c7b1fe31473ac20b0f9d6769fc21a5d0748f1293be89b2a7cf9e6f7075","last_reissued_at":"2026-07-05T09:44:55.277919Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:44:55.277919Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2412.01844","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":"2026-07-05T09:44:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"k1S5ornBPuOnSKsX6YFHNut9wfuS7pEQtED9uAxhh0MS0l+vZjA2/7xUyZ01Y2+Hj0w2gja2aaKHqjJFYylSBg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T01:21:39.800562Z"},"content_sha256":"0f7e031d4cc7ff57467512cf53f09b9211387526e99c011f760c4e23f546667e","schema_version":"1.0","event_id":"sha256:0f7e031d4cc7ff57467512cf53f09b9211387526e99c011f760c4e23f546667e"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:JRBBBR5R7YYUOOWCBMHZ2Z3J7Q","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Feature importance of socio-economic parameters in Tuberculosis modeling","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["q-bio.PE"],"primary_cat":"physics.soc-ph","authors_text":"Andrei Neverov, Olga Krivorotko","submitted_at":"2024-11-23T04:56:12Z","abstract_excerpt":"This paper considers the problem of modeling epidemic outbreaks in different regions with a common model, that uses additional information about these regions to adjust its parameters and relieve us of mundanity of data collecting, and inverse problem solving for each region separately. To that end, we study tuberculosis and HIV dynamics in regions of Russian Federation from 2009 to 2023 in connection with number of socio-economic parameters. SIR-like model was taken and modified as a dynamic model for tuberculosis-HIV co-infection and inverse problem of transfer rates between compartments was"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.01844","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/2412.01844/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":"2026-07-05T09:44:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ngrA17FTBYT7o3rdT+pJDIFJfUmCUpgKu4ZLX9LMm66a8pvy73cAhPoSbPWPkqw96eUeBf307TiBQhMcRo5wBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-13T01:21:39.801206Z"},"content_sha256":"f297c44c2080576a8b892850282ff867fff1efbdd9c9b7f1d4657c06c84846bd","schema_version":"1.0","event_id":"sha256:f297c44c2080576a8b892850282ff867fff1efbdd9c9b7f1d4657c06c84846bd"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/bundle.json","state_url":"https://pith.science/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/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":"2026-08-13T01:21:39Z","links":{"resolver":"https://pith.science/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q","bundle":"https://pith.science/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/bundle.json","state":"https://pith.science/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/state.json","well_known_bundle":"https://pith.science/.well-known/pith/JRBBBR5R7YYUOOWCBMHZ2Z3J7Q/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:JRBBBR5R7YYUOOWCBMHZ2Z3J7Q","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":"f50b6cccbec98bf60185a34eea37bfb7e7bfdda69566d1d89a68edf727f0b26c","cross_cats_sorted":["q-bio.PE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2024-11-23T04:56:12Z","title_canon_sha256":"fef1ba55147abcca80d793282a22b9c0f68c6b9cd612e28ce007c3a1982d2581"},"schema_version":"1.0","source":{"id":"2412.01844","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2412.01844","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"arxiv_version","alias_value":"2412.01844v1","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2412.01844","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_12","alias_value":"JRBBBR5R7YYU","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_16","alias_value":"JRBBBR5R7YYUOOWC","created_at":"2026-07-05T09:44:55Z"},{"alias_kind":"pith_short_8","alias_value":"JRBBBR5R","created_at":"2026-07-05T09:44:55Z"}],"graph_snapshots":[{"event_id":"sha256:f297c44c2080576a8b892850282ff867fff1efbdd9c9b7f1d4657c06c84846bd","target":"graph","created_at":"2026-07-05T09:44:55Z","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/2412.01844/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This paper considers the problem of modeling epidemic outbreaks in different regions with a common model, that uses additional information about these regions to adjust its parameters and relieve us of mundanity of data collecting, and inverse problem solving for each region separately. To that end, we study tuberculosis and HIV dynamics in regions of Russian Federation from 2009 to 2023 in connection with number of socio-economic parameters. SIR-like model was taken and modified as a dynamic model for tuberculosis-HIV co-infection and inverse problem of transfer rates between compartments was","authors_text":"Andrei Neverov, Olga Krivorotko","cross_cats":["q-bio.PE"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2024-11-23T04:56:12Z","title":"Feature importance of socio-economic parameters in Tuberculosis modeling"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2412.01844","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":"sha256:0f7e031d4cc7ff57467512cf53f09b9211387526e99c011f760c4e23f546667e","target":"record","created_at":"2026-07-05T09:44:55Z","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":"f50b6cccbec98bf60185a34eea37bfb7e7bfdda69566d1d89a68edf727f0b26c","cross_cats_sorted":["q-bio.PE"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"physics.soc-ph","submitted_at":"2024-11-23T04:56:12Z","title_canon_sha256":"fef1ba55147abcca80d793282a22b9c0f68c6b9cd612e28ce007c3a1982d2581"},"schema_version":"1.0","source":{"id":"2412.01844","kind":"arxiv","version":1}},"canonical_sha256":"4c4210c7b1fe31473ac20b0f9d6769fc21a5d0748f1293be89b2a7cf9e6f7075","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4c4210c7b1fe31473ac20b0f9d6769fc21a5d0748f1293be89b2a7cf9e6f7075","first_computed_at":"2026-07-05T09:44:55.277919Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:44:55.277919Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"mIDfT+xB2+pWcv+UTQIHM9zfXEBMDbjCEwFsY5nBiwhidkU9rxXB+YdAOQ/VeD+hkXhF3E+3cbIfv18Bv9LZBQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:44:55.278363Z","signed_message":"canonical_sha256_bytes"},"source_id":"2412.01844","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:0f7e031d4cc7ff57467512cf53f09b9211387526e99c011f760c4e23f546667e","sha256:f297c44c2080576a8b892850282ff867fff1efbdd9c9b7f1d4657c06c84846bd"],"state_sha256":"0d491dadff315f65e9b290c3672258b4526fde104bee40c2b8b3824ad6f655c1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"mMf4oZ/Q0vPnroDSEDgh7YQDU9/O5DKmgBb0qhJrE2Ikx7qayuDZXiL/VcPbTZRF3+SngqJSyLMXpusj1wnTCQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-13T01:21:39.806382Z","bundle_sha256":"d3289c72f41ac6a6a999df40ec8ca83f3897496a076000342fce045db59eaa53"}}