{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:IME222T7QEUFGVOSVL7YUTDJSR","short_pith_number":"pith:IME222T7","canonical_record":{"source":{"id":"2406.13152","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-19T02:00:51Z","cross_cats_sorted":[],"title_canon_sha256":"4441d79ea9c43f32baee846bdd7fb5ae670752308b5dd7ee9df2651bbeef41c0","abstract_canon_sha256":"9f62ca7364f50b0d396bbff1245e3d737bf8d3a8c33bb5b941cf6543c5e9fccb"},"schema_version":"1.0"},"canonical_sha256":"4309ad6a7f81285355d2aaff8a4c699454aaf7207198b14386cb0bd90d1405c1","source":{"kind":"arxiv","id":"2406.13152","version":2},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.13152","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"arxiv_version","alias_value":"2406.13152v2","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.13152","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_12","alias_value":"IME222T7QEUF","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_16","alias_value":"IME222T7QEUFGVOS","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_8","alias_value":"IME222T7","created_at":"2026-07-05T09:02:21Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:IME222T7QEUFGVOSVL7YUTDJSR","target":"record","payload":{"canonical_record":{"source":{"id":"2406.13152","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-19T02:00:51Z","cross_cats_sorted":[],"title_canon_sha256":"4441d79ea9c43f32baee846bdd7fb5ae670752308b5dd7ee9df2651bbeef41c0","abstract_canon_sha256":"9f62ca7364f50b0d396bbff1245e3d737bf8d3a8c33bb5b941cf6543c5e9fccb"},"schema_version":"1.0"},"canonical_sha256":"4309ad6a7f81285355d2aaff8a4c699454aaf7207198b14386cb0bd90d1405c1","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:02:21.568873Z","signature_b64":"2ylibIQIjFruaTFhW9w9s7y09AsK78lCdVBSqfriOk0k9jQjmGWkYdu5KEW1LAgXdqKluVSWYAsw8Rid9EGNDQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"4309ad6a7f81285355d2aaff8a4c699454aaf7207198b14386cb0bd90d1405c1","last_reissued_at":"2026-07-05T09:02:21.568416Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:02:21.568416Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2406.13152","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":"2026-07-05T09:02:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jIMuwk+uqKdKkRRBJfJWoOBNR1tew0+6/5mS/lkNF+VK8NSeoWvVz+VOMuw79LmtuWQgEZsSd4Ymp89gSAXpCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T14:25:46.271665Z"},"content_sha256":"3302a1bff8a17481b72d1c941dc21bd90ea5682f89d689a5456f213929ebf674","schema_version":"1.0","event_id":"sha256:3302a1bff8a17481b72d1c941dc21bd90ea5682f89d689a5456f213929ebf674"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:IME222T7QEUFGVOSVL7YUTDJSR","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Analyzing Diversity in Healthcare LLM Research: A Scientometric Perspective","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Chenwei Wu, Constanza V\\'asquez-Venegas, Danielle S. Bitterman, David Restrepo, Jack Gallifant, Jo\\~ao Matos, Leo Anthony Celi, Luis Filipe Nakayama","submitted_at":"2024-06-19T02:00:51Z","abstract_excerpt":"The deployment of large language models (LLMs) in healthcare has demonstrated substantial potential for enhancing clinical decision-making, administrative efficiency, and patient outcomes. However, the underrepresentation of diverse groups in the development and application of these models can perpetuate biases, leading to inequitable healthcare delivery. This paper presents a comprehensive scientometric analysis of LLM research for healthcare, including data from January 1, 2021, to July 1, 2024. By analyzing metadata from PubMed and Dimensions, including author affiliations, countries, and f"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.13152","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/2406.13152/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":"2026-07-05T09:02:21Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"wKK/dItTwDgdSbzb1r4tUWGLDlWkVD/SQpKzooR0+3uO3uJLJwEkDBWcFO6DwfUBt+AFZso+ByPhTfJ+1E/0Cw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-07T14:25:46.272507Z"},"content_sha256":"8a857b562752d385b2f9b186d202570b69f1c85759aebab5e1d7619133cd79c5","schema_version":"1.0","event_id":"sha256:8a857b562752d385b2f9b186d202570b69f1c85759aebab5e1d7619133cd79c5"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/IME222T7QEUFGVOSVL7YUTDJSR/bundle.json","state_url":"https://pith.science/pith/IME222T7QEUFGVOSVL7YUTDJSR/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/IME222T7QEUFGVOSVL7YUTDJSR/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":"2026-08-07T14:25:46Z","links":{"resolver":"https://pith.science/pith/IME222T7QEUFGVOSVL7YUTDJSR","bundle":"https://pith.science/pith/IME222T7QEUFGVOSVL7YUTDJSR/bundle.json","state":"https://pith.science/pith/IME222T7QEUFGVOSVL7YUTDJSR/state.json","well_known_bundle":"https://pith.science/.well-known/pith/IME222T7QEUFGVOSVL7YUTDJSR/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:IME222T7QEUFGVOSVL7YUTDJSR","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":"9f62ca7364f50b0d396bbff1245e3d737bf8d3a8c33bb5b941cf6543c5e9fccb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-19T02:00:51Z","title_canon_sha256":"4441d79ea9c43f32baee846bdd7fb5ae670752308b5dd7ee9df2651bbeef41c0"},"schema_version":"1.0","source":{"id":"2406.13152","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2406.13152","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"arxiv_version","alias_value":"2406.13152v2","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2406.13152","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_12","alias_value":"IME222T7QEUF","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_16","alias_value":"IME222T7QEUFGVOS","created_at":"2026-07-05T09:02:21Z"},{"alias_kind":"pith_short_8","alias_value":"IME222T7","created_at":"2026-07-05T09:02:21Z"}],"graph_snapshots":[{"event_id":"sha256:8a857b562752d385b2f9b186d202570b69f1c85759aebab5e1d7619133cd79c5","target":"graph","created_at":"2026-07-05T09:02:21Z","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/2406.13152/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The deployment of large language models (LLMs) in healthcare has demonstrated substantial potential for enhancing clinical decision-making, administrative efficiency, and patient outcomes. However, the underrepresentation of diverse groups in the development and application of these models can perpetuate biases, leading to inequitable healthcare delivery. This paper presents a comprehensive scientometric analysis of LLM research for healthcare, including data from January 1, 2021, to July 1, 2024. By analyzing metadata from PubMed and Dimensions, including author affiliations, countries, and f","authors_text":"Chenwei Wu, Constanza V\\'asquez-Venegas, Danielle S. Bitterman, David Restrepo, Jack Gallifant, Jo\\~ao Matos, Leo Anthony Celi, Luis Filipe Nakayama","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-19T02:00:51Z","title":"Analyzing Diversity in Healthcare LLM Research: A Scientometric Perspective"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2406.13152","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":"sha256:3302a1bff8a17481b72d1c941dc21bd90ea5682f89d689a5456f213929ebf674","target":"record","created_at":"2026-07-05T09:02:21Z","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":"9f62ca7364f50b0d396bbff1245e3d737bf8d3a8c33bb5b941cf6543c5e9fccb","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-06-19T02:00:51Z","title_canon_sha256":"4441d79ea9c43f32baee846bdd7fb5ae670752308b5dd7ee9df2651bbeef41c0"},"schema_version":"1.0","source":{"id":"2406.13152","kind":"arxiv","version":2}},"canonical_sha256":"4309ad6a7f81285355d2aaff8a4c699454aaf7207198b14386cb0bd90d1405c1","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"4309ad6a7f81285355d2aaff8a4c699454aaf7207198b14386cb0bd90d1405c1","first_computed_at":"2026-07-05T09:02:21.568416Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:02:21.568416Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"2ylibIQIjFruaTFhW9w9s7y09AsK78lCdVBSqfriOk0k9jQjmGWkYdu5KEW1LAgXdqKluVSWYAsw8Rid9EGNDQ==","signature_status":"signed_v1","signed_at":"2026-07-05T09:02:21.568873Z","signed_message":"canonical_sha256_bytes"},"source_id":"2406.13152","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3302a1bff8a17481b72d1c941dc21bd90ea5682f89d689a5456f213929ebf674","sha256:8a857b562752d385b2f9b186d202570b69f1c85759aebab5e1d7619133cd79c5"],"state_sha256":"d6a2a939d1be79eec6d89ed3e835d66d3db00bde4d65eea4dfe9c90ec129a3f1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"t2IjfSaCaXRUKPkhKQe85L1U9LO94qITI2UmE61tiCloT6XIlNO8Up2DgqnGWy9TRl6sZmc2ejIWCq6ShF3UBw==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-07T14:25:46.278000Z","bundle_sha256":"3fbd344279196ee75fd54383dba386a5edaddef6dd5884d840020e0bd6fa4883"}}