{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:6KHZQQQP5HAYUQGYWW4DWOYRLN","short_pith_number":"pith:6KHZQQQP","canonical_record":{"source":{"id":"2407.00983","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-01T05:47:58Z","cross_cats_sorted":[],"title_canon_sha256":"d1df1c04c79629596bc76eadd237e83d9bda5357842f2070a68f4464c77b738a","abstract_canon_sha256":"a63ff726de9eb7519d7508b74269734c2ab5836396292d1730126ca41a860764"},"schema_version":"1.0"},"canonical_sha256":"f28f98420fe9c18a40d8b5b83b3b115b69314968164d8b2a004353487bac6dbb","source":{"kind":"arxiv","id":"2407.00983","version":3},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.00983","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"arxiv_version","alias_value":"2407.00983v3","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.00983","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_12","alias_value":"6KHZQQQP5HAY","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_16","alias_value":"6KHZQQQP5HAYUQGY","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_8","alias_value":"6KHZQQQP","created_at":"2026-07-05T09:45:11Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:6KHZQQQP5HAYUQGYWW4DWOYRLN","target":"record","payload":{"canonical_record":{"source":{"id":"2407.00983","kind":"arxiv","version":3},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-01T05:47:58Z","cross_cats_sorted":[],"title_canon_sha256":"d1df1c04c79629596bc76eadd237e83d9bda5357842f2070a68f4464c77b738a","abstract_canon_sha256":"a63ff726de9eb7519d7508b74269734c2ab5836396292d1730126ca41a860764"},"schema_version":"1.0"},"canonical_sha256":"f28f98420fe9c18a40d8b5b83b3b115b69314968164d8b2a004353487bac6dbb","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:45:11.442355Z","signature_b64":"bTfxrVnR0SUFtCI1zsRcJ3lKmF3Kpby3PHNjPjg41UfMpMo7+A6rTV58RPn4PyZzfizo/IhPciSKiqS25a3bBw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"f28f98420fe9c18a40d8b5b83b3b115b69314968164d8b2a004353487bac6dbb","last_reissued_at":"2026-07-05T09:45:11.441875Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:45:11.441875Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2407.00983","source_version":3,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T09:45:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"qU1KwdvR0PDfNiqQ8wJd3afHlfJ0LMsnQaMH1pwf8eyeYXBU1pb/xDknJchuEoqPHC46Yk1zmqBdDcAz61roDQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T23:43:32.777296Z"},"content_sha256":"c1ae9d4ff4eb5155059b6763b4d369a34f1be58bd7665a3b01b80ce5aa2b1f87","schema_version":"1.0","event_id":"sha256:c1ae9d4ff4eb5155059b6763b4d369a34f1be58bd7665a3b01b80ce5aa2b1f87"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:6KHZQQQP5HAYUQGYWW4DWOYRLN","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CV","authors_text":"Qi Dou, Qiongsong Yao, Ruinan Jin, S. Kevin Zhou, Xiaoxiao Li, Yuan Zhong, Zikang Xu","submitted_at":"2024-07-01T05:47:58Z","abstract_excerpt":"The advent of foundation models (FMs) in healthcare offers unprecedented opportunities to enhance medical diagnostics through automated classification and segmentation tasks. However, these models also raise significant concerns about their fairness, especially when applied to diverse and underrepresented populations in healthcare applications. Currently, there is a lack of comprehensive benchmarks, standardized pipelines, and easily adaptable libraries to evaluate and understand the fairness performance of FMs in medical imaging, leading to considerable challenges in formulating and implement"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.00983","kind":"arxiv","version":3},"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/2407.00983/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":"2026-07-05T09:45:11Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"bnXonCbNwQbUsW/JKjDsbEon17vj6mteCU6G12Af9DeyUvQ1ze9gP2KOUX9XshFOEnlpLEFRmSG+LO0EXpysAA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-21T23:43:32.777885Z"},"content_sha256":"730739ef8dc2774026e2421d9e9665163ad5e5f0c4a89b4bb0d67d45adf30459","schema_version":"1.0","event_id":"sha256:730739ef8dc2774026e2421d9e9665163ad5e5f0c4a89b4bb0d67d45adf30459"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/bundle.json","state_url":"https://pith.science/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/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":"2026-08-21T23:43:32Z","links":{"resolver":"https://pith.science/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN","bundle":"https://pith.science/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/bundle.json","state":"https://pith.science/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/state.json","well_known_bundle":"https://pith.science/.well-known/pith/6KHZQQQP5HAYUQGYWW4DWOYRLN/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:6KHZQQQP5HAYUQGYWW4DWOYRLN","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":"a63ff726de9eb7519d7508b74269734c2ab5836396292d1730126ca41a860764","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-01T05:47:58Z","title_canon_sha256":"d1df1c04c79629596bc76eadd237e83d9bda5357842f2070a68f4464c77b738a"},"schema_version":"1.0","source":{"id":"2407.00983","kind":"arxiv","version":3}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2407.00983","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"arxiv_version","alias_value":"2407.00983v3","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2407.00983","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_12","alias_value":"6KHZQQQP5HAY","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_16","alias_value":"6KHZQQQP5HAYUQGY","created_at":"2026-07-05T09:45:11Z"},{"alias_kind":"pith_short_8","alias_value":"6KHZQQQP","created_at":"2026-07-05T09:45:11Z"}],"graph_snapshots":[{"event_id":"sha256:730739ef8dc2774026e2421d9e9665163ad5e5f0c4a89b4bb0d67d45adf30459","target":"graph","created_at":"2026-07-05T09:45:11Z","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/2407.00983/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The advent of foundation models (FMs) in healthcare offers unprecedented opportunities to enhance medical diagnostics through automated classification and segmentation tasks. However, these models also raise significant concerns about their fairness, especially when applied to diverse and underrepresented populations in healthcare applications. Currently, there is a lack of comprehensive benchmarks, standardized pipelines, and easily adaptable libraries to evaluate and understand the fairness performance of FMs in medical imaging, leading to considerable challenges in formulating and implement","authors_text":"Qi Dou, Qiongsong Yao, Ruinan Jin, S. Kevin Zhou, Xiaoxiao Li, Yuan Zhong, Zikang Xu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-01T05:47:58Z","title":"FairMedFM: Fairness Benchmarking for Medical Imaging Foundation Models"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2407.00983","kind":"arxiv","version":3},"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:c1ae9d4ff4eb5155059b6763b4d369a34f1be58bd7665a3b01b80ce5aa2b1f87","target":"record","created_at":"2026-07-05T09:45:11Z","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":"a63ff726de9eb7519d7508b74269734c2ab5836396292d1730126ca41a860764","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CV","submitted_at":"2024-07-01T05:47:58Z","title_canon_sha256":"d1df1c04c79629596bc76eadd237e83d9bda5357842f2070a68f4464c77b738a"},"schema_version":"1.0","source":{"id":"2407.00983","kind":"arxiv","version":3}},"canonical_sha256":"f28f98420fe9c18a40d8b5b83b3b115b69314968164d8b2a004353487bac6dbb","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f28f98420fe9c18a40d8b5b83b3b115b69314968164d8b2a004353487bac6dbb","first_computed_at":"2026-07-05T09:45:11.441875Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:45:11.441875Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"bTfxrVnR0SUFtCI1zsRcJ3lKmF3Kpby3PHNjPjg41UfMpMo7+A6rTV58RPn4PyZzfizo/IhPciSKiqS25a3bBw==","signature_status":"signed_v1","signed_at":"2026-07-05T09:45:11.442355Z","signed_message":"canonical_sha256_bytes"},"source_id":"2407.00983","source_kind":"arxiv","source_version":3}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:c1ae9d4ff4eb5155059b6763b4d369a34f1be58bd7665a3b01b80ce5aa2b1f87","sha256:730739ef8dc2774026e2421d9e9665163ad5e5f0c4a89b4bb0d67d45adf30459"],"state_sha256":"9f9eeb015063bdbd3896cace9d66804bc69ceb4d0db31b54797e79e9464b937e"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2RsRi3C7qAn91L9vO3Rt1XcrTZFCEgCGBrPgQPUZd2aTeQ7B0W2LAayJFzBWW68HE+Ez7lYmPpL6dTFY7XQLAA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-21T23:43:32.783184Z","bundle_sha256":"1e3e6e377a52201ea2a35de564a2310c92517e422611c81755014e0da4d0a5f6"}}