{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:AWOYHNFFAKJ7YH6JOXBLDIKN2F","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":"a4817ede902f5eab7fc00a3a09e39b8a7f3957c59be604fcaec3e2d1dbbeda24","cross_cats_sorted":["cs.CY","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-19T19:00:31Z","title_canon_sha256":"8ece02f0cbc779bedf889c734f2ef611a53d8f672e487222912c98c661b5c057"},"schema_version":"1.0","source":{"id":"2411.12808","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.12808","created_at":"2026-07-05T10:46:58Z"},{"alias_kind":"arxiv_version","alias_value":"2411.12808v2","created_at":"2026-07-05T10:46:58Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.12808","created_at":"2026-07-05T10:46:58Z"},{"alias_kind":"pith_short_12","alias_value":"AWOYHNFFAKJ7","created_at":"2026-07-05T10:46:58Z"},{"alias_kind":"pith_short_16","alias_value":"AWOYHNFFAKJ7YH6J","created_at":"2026-07-05T10:46:58Z"},{"alias_kind":"pith_short_8","alias_value":"AWOYHNFF","created_at":"2026-07-05T10:46:58Z"}],"graph_snapshots":[{"event_id":"sha256:0ac4325ad0cade7d35190974b0910ec0f7cf5d363ff11bc62fc2e8f80ff7c4a6","target":"graph","created_at":"2026-07-05T10:46:58Z","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/2411.12808/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"The shortage of doctors is creating a critical squeeze in access to medical expertise. While conversational Artificial Intelligence (AI) holds promise in addressing this problem, its safe deployment in patient-facing roles remains largely unexplored in real-world medical settings. We present the first large-scale evaluation of a physician-supervised LLM-based conversational agent in a real-world medical setting.\n  Our agent, Mo, was integrated into an existing medical advice chat service. Over a three-week period, we conducted a randomized controlled experiment with 926 cases to evaluate patie","authors_text":"Ana\\\"el Beaugnon, Antoine Liz\\'ee, Isabelle Feldhaus, James Whitbeck, Marion Doumeingts, Pierre-Auguste Beaucot\\'e","cross_cats":["cs.CY","cs.HC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-19T19:00:31Z","title":"Conversational Medical AI: Ready for Practice"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.12808","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:cc854c8cd8794acb408b0906bea146bbcab728af667cd3012def5bfafdf18100","target":"record","created_at":"2026-07-05T10:46:58Z","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":"a4817ede902f5eab7fc00a3a09e39b8a7f3957c59be604fcaec3e2d1dbbeda24","cross_cats_sorted":["cs.CY","cs.HC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.AI","submitted_at":"2024-11-19T19:00:31Z","title_canon_sha256":"8ece02f0cbc779bedf889c734f2ef611a53d8f672e487222912c98c661b5c057"},"schema_version":"1.0","source":{"id":"2411.12808","kind":"arxiv","version":2}},"canonical_sha256":"059d83b4a50293fc1fc975c2b1a14dd14040b815535f17733ac68accb21ec304","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"059d83b4a50293fc1fc975c2b1a14dd14040b815535f17733ac68accb21ec304","first_computed_at":"2026-07-05T10:46:58.688759Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T10:46:58.688759Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"xCqcTFiZFniC9N2dkdCsSCL+/fFMxPvHOOTR8PuPJ+i5pOOkcaq8ncfix/Yl4UgeGmQkiFjSe/5z121Rix5uCg==","signature_status":"signed_v1","signed_at":"2026-07-05T10:46:58.689288Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.12808","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:cc854c8cd8794acb408b0906bea146bbcab728af667cd3012def5bfafdf18100","sha256:0ac4325ad0cade7d35190974b0910ec0f7cf5d363ff11bc62fc2e8f80ff7c4a6"],"state_sha256":"ab69b9ad807f1a7ae04d30267f88f216c8e7162d10d1d98f0c7faf88cb631d3c"}