{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2021:ULZD4LBFSF43FKGXMIMN4BE7MV","short_pith_number":"pith:ULZD4LBF","canonical_record":{"source":{"id":"2109.02866","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2021-09-07T04:57:29Z","cross_cats_sorted":[],"title_canon_sha256":"bca0c066debcc76d43a08b2a337a15209cd8c6388e210317776162138d44c972","abstract_canon_sha256":"99b7f570387181ff3c47d90f41bea40f34f1c446b0648f043234f58e3de6ec5f"},"schema_version":"1.0"},"canonical_sha256":"a2f23e2c259179b2a8d76218de049f65796409e18e9cae84b631cb4fc0c6055b","source":{"kind":"arxiv","id":"2109.02866","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2109.02866","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"arxiv_version","alias_value":"2109.02866v1","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2109.02866","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_12","alias_value":"ULZD4LBFSF43","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_16","alias_value":"ULZD4LBFSF43FKGX","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_8","alias_value":"ULZD4LBF","created_at":"2026-07-05T03:12:20Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2021:ULZD4LBFSF43FKGXMIMN4BE7MV","target":"record","payload":{"canonical_record":{"source":{"id":"2109.02866","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2021-09-07T04:57:29Z","cross_cats_sorted":[],"title_canon_sha256":"bca0c066debcc76d43a08b2a337a15209cd8c6388e210317776162138d44c972","abstract_canon_sha256":"99b7f570387181ff3c47d90f41bea40f34f1c446b0648f043234f58e3de6ec5f"},"schema_version":"1.0"},"canonical_sha256":"a2f23e2c259179b2a8d76218de049f65796409e18e9cae84b631cb4fc0c6055b","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T03:12:20.453706Z","signature_b64":"9wpEBJMhG9dOapJoJ9yrIOug/NoxxB7kku1RPW0aIKmm3ZrcX1OT6VwxhTWb9iaqjinp6DSEbuZI1YachpOvDw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a2f23e2c259179b2a8d76218de049f65796409e18e9cae84b631cb4fc0c6055b","last_reissued_at":"2026-07-05T03:12:20.453278Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T03:12:20.453278Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2109.02866","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":"2026-07-05T03:12:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"2mNDeu9IQaXWRoIn6BH6paIQqlJtCnDT3oJY4Cbs7TH1ZBSeRbfYYkbySL5a5uYvYpclHRGf2zOBO6+Hpzv+BQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:24:14.913191Z"},"content_sha256":"587c2d5d398d0675160e0eeba674bb93e26e1c9878d09cd39304dab816170da4","schema_version":"1.0","event_id":"sha256:587c2d5d398d0675160e0eeba674bb93e26e1c9878d09cd39304dab816170da4"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2021:ULZD4LBFSF43FKGXMIMN4BE7MV","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Readying Medical Students for Medical AI: The Need to Embed AI Ethics Education","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.AI","authors_text":"Simon Coghlan, Thomas P Quinn","submitted_at":"2021-09-07T04:57:29Z","abstract_excerpt":"Medical students will almost inevitably encounter powerful medical AI systems early in their careers. Yet, contemporary medical education does not adequately equip students with the basic clinical proficiency in medical AI needed to use these tools safely and effectively. Education reform is urgently needed, but not easily implemented, largely due to an already jam-packed medical curricula. In this article, we propose an education reform framework as an effective and efficient solution, which we call the Embedded AI Ethics Education Framework. Unlike other calls for education reform to accommo"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2109.02866","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/2109.02866/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":"2026-07-05T03:12:20Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"d2uMTAeWFkdXIuEG1vYBBweqJmQcSGpGVTtw/T/66VLpgj8AP0C8H0TLHrtHw5cyZSEeUFTKsxm0fV0VSKVcAw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T07:24:14.913854Z"},"content_sha256":"697d2efe7dc9e0d1e492c8bd09e4d7c408b8910ff07a78244a619a5a58fe465e","schema_version":"1.0","event_id":"sha256:697d2efe7dc9e0d1e492c8bd09e4d7c408b8910ff07a78244a619a5a58fe465e"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/bundle.json","state_url":"https://pith.science/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/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":"2026-07-07T07:24:14Z","links":{"resolver":"https://pith.science/pith/ULZD4LBFSF43FKGXMIMN4BE7MV","bundle":"https://pith.science/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/bundle.json","state":"https://pith.science/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/state.json","well_known_bundle":"https://pith.science/.well-known/pith/ULZD4LBFSF43FKGXMIMN4BE7MV/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2021:ULZD4LBFSF43FKGXMIMN4BE7MV","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":"99b7f570387181ff3c47d90f41bea40f34f1c446b0648f043234f58e3de6ec5f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2021-09-07T04:57:29Z","title_canon_sha256":"bca0c066debcc76d43a08b2a337a15209cd8c6388e210317776162138d44c972"},"schema_version":"1.0","source":{"id":"2109.02866","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2109.02866","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"arxiv_version","alias_value":"2109.02866v1","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2109.02866","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_12","alias_value":"ULZD4LBFSF43","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_16","alias_value":"ULZD4LBFSF43FKGX","created_at":"2026-07-05T03:12:20Z"},{"alias_kind":"pith_short_8","alias_value":"ULZD4LBF","created_at":"2026-07-05T03:12:20Z"}],"graph_snapshots":[{"event_id":"sha256:697d2efe7dc9e0d1e492c8bd09e4d7c408b8910ff07a78244a619a5a58fe465e","target":"graph","created_at":"2026-07-05T03:12:20Z","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/2109.02866/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Medical students will almost inevitably encounter powerful medical AI systems early in their careers. Yet, contemporary medical education does not adequately equip students with the basic clinical proficiency in medical AI needed to use these tools safely and effectively. Education reform is urgently needed, but not easily implemented, largely due to an already jam-packed medical curricula. In this article, we propose an education reform framework as an effective and efficient solution, which we call the Embedded AI Ethics Education Framework. Unlike other calls for education reform to accommo","authors_text":"Simon Coghlan, Thomas P Quinn","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2021-09-07T04:57:29Z","title":"Readying Medical Students for Medical AI: The Need to Embed AI Ethics Education"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2109.02866","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":"sha256:587c2d5d398d0675160e0eeba674bb93e26e1c9878d09cd39304dab816170da4","target":"record","created_at":"2026-07-05T03:12:20Z","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":"99b7f570387181ff3c47d90f41bea40f34f1c446b0648f043234f58e3de6ec5f","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by-nc-nd/4.0/","primary_cat":"cs.AI","submitted_at":"2021-09-07T04:57:29Z","title_canon_sha256":"bca0c066debcc76d43a08b2a337a15209cd8c6388e210317776162138d44c972"},"schema_version":"1.0","source":{"id":"2109.02866","kind":"arxiv","version":1}},"canonical_sha256":"a2f23e2c259179b2a8d76218de049f65796409e18e9cae84b631cb4fc0c6055b","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a2f23e2c259179b2a8d76218de049f65796409e18e9cae84b631cb4fc0c6055b","first_computed_at":"2026-07-05T03:12:20.453278Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T03:12:20.453278Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"9wpEBJMhG9dOapJoJ9yrIOug/NoxxB7kku1RPW0aIKmm3ZrcX1OT6VwxhTWb9iaqjinp6DSEbuZI1YachpOvDw==","signature_status":"signed_v1","signed_at":"2026-07-05T03:12:20.453706Z","signed_message":"canonical_sha256_bytes"},"source_id":"2109.02866","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:587c2d5d398d0675160e0eeba674bb93e26e1c9878d09cd39304dab816170da4","sha256:697d2efe7dc9e0d1e492c8bd09e4d7c408b8910ff07a78244a619a5a58fe465e"],"state_sha256":"860f08330847875b6837d8049fbe399e5fd537c24305417de53d97aad81326e1"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"p1QE3/FPM4YKislSPug4BhVF+D8NExzh0t361+HtE7ZaA5ZCH1MsJM+tue2iGl7vNQrYK2h7vPR7AMAnWYc8CQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T07:24:14.917900Z","bundle_sha256":"eef072a5126fc3f64d50335064e349e4f14694ff08a5adc2596f0054ef56def7"}}