{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:UIBGJKHZWNGPP2HVLITAWLX5GT","short_pith_number":"pith:UIBGJKHZ","canonical_record":{"source":{"id":"2411.13006","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.IV","submitted_at":"2024-11-20T03:03:49Z","cross_cats_sorted":["cs.AI","cs.CV"],"title_canon_sha256":"379376afb6f801ca63c1a996820c37e30ee9c4577c565c052e344951093c557c","abstract_canon_sha256":"3497acc74c5af882ab6b6acf2ea97f53338a09dd36e4d317bc7d8c2bb2cdfcc0"},"schema_version":"1.0"},"canonical_sha256":"a20264a8f9b34cf7e8f55a260b2efd34c5d5e9f6f82545d07b397db3e86fb985","source":{"kind":"arxiv","id":"2411.13006","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.13006","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"arxiv_version","alias_value":"2411.13006v1","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.13006","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_12","alias_value":"UIBGJKHZWNGP","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_16","alias_value":"UIBGJKHZWNGPP2HV","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_8","alias_value":"UIBGJKHZ","created_at":"2026-07-05T09:38:03Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:UIBGJKHZWNGPP2HVLITAWLX5GT","target":"record","payload":{"canonical_record":{"source":{"id":"2411.13006","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.IV","submitted_at":"2024-11-20T03:03:49Z","cross_cats_sorted":["cs.AI","cs.CV"],"title_canon_sha256":"379376afb6f801ca63c1a996820c37e30ee9c4577c565c052e344951093c557c","abstract_canon_sha256":"3497acc74c5af882ab6b6acf2ea97f53338a09dd36e4d317bc7d8c2bb2cdfcc0"},"schema_version":"1.0"},"canonical_sha256":"a20264a8f9b34cf7e8f55a260b2efd34c5d5e9f6f82545d07b397db3e86fb985","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T09:38:03.596541Z","signature_b64":"GSZiHYtkhAXF993ZUmkeIRM+Hnztrv54BMtxzg2IVBtThwkmvJ3sP1tABwSvx9Q3sFjdbd4ENAsGGsjIY8qABA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a20264a8f9b34cf7e8f55a260b2efd34c5d5e9f6f82545d07b397db3e86fb985","last_reissued_at":"2026-07-05T09:38:03.596100Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T09:38:03.596100Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2411.13006","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":"2026-07-05T09:38:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"eDVuCkvtjZ2ttykPslimp3r98auogtRb+ZrCfMAhXNfoFQhhXbMbzQ/+z6ksfwlzLst+XMc3ALQg6ri88QkrCw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T22:35:03.760537Z"},"content_sha256":"df1ab7fcb3393d4b7ba7906d638d5f08be0adeee730627624494a70abf23c6f9","schema_version":"1.0","event_id":"sha256:df1ab7fcb3393d4b7ba7906d638d5f08be0adeee730627624494a70abf23c6f9"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:UIBGJKHZWNGPP2HVLITAWLX5GT","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Automating Sonologists USG Commands with AI and Voice Interface","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":["cs.AI","cs.CV"],"primary_cat":"eess.IV","authors_text":"Emad Mohamed, Sheena Christabel Pravin, Shruti Tiwari","submitted_at":"2024-11-20T03:03:49Z","abstract_excerpt":"This research presents an advanced AI-powered ultrasound imaging system that incorporates real-time image processing, organ tracking, and voice commands to enhance the efficiency and accuracy of diagnoses in clinical practice. Traditional ultrasound diagnostics often require significant time and introduce a degree of subjectivity due to user interaction. The goal of this innovative solution is to provide Sonologists with a more predictable and productive imaging procedure utilizing artificial intelligence, computer vision, and voice technology. The functionality of the system employs computer "},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.13006","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/2411.13006/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":"2026-07-05T09:38:03Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"jySi8R2bESCbjYWWJLX4OW4LKM4VXlZCHGs4GJxFlB7TJTCEznFqpeyoTWIzKmfdlmbnmV+FIfkoIZ8TGE7BBA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-15T22:35:03.761128Z"},"content_sha256":"f9e13fafe298528bbc2b482a87bc709b02322403233bdcace0dd6afa02839996","schema_version":"1.0","event_id":"sha256:f9e13fafe298528bbc2b482a87bc709b02322403233bdcace0dd6afa02839996"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/bundle.json","state_url":"https://pith.science/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/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":"2026-08-15T22:35:03Z","links":{"resolver":"https://pith.science/pith/UIBGJKHZWNGPP2HVLITAWLX5GT","bundle":"https://pith.science/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/bundle.json","state":"https://pith.science/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/state.json","well_known_bundle":"https://pith.science/.well-known/pith/UIBGJKHZWNGPP2HVLITAWLX5GT/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:UIBGJKHZWNGPP2HVLITAWLX5GT","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":"3497acc74c5af882ab6b6acf2ea97f53338a09dd36e4d317bc7d8c2bb2cdfcc0","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.IV","submitted_at":"2024-11-20T03:03:49Z","title_canon_sha256":"379376afb6f801ca63c1a996820c37e30ee9c4577c565c052e344951093c557c"},"schema_version":"1.0","source":{"id":"2411.13006","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2411.13006","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"arxiv_version","alias_value":"2411.13006v1","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2411.13006","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_12","alias_value":"UIBGJKHZWNGP","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_16","alias_value":"UIBGJKHZWNGPP2HV","created_at":"2026-07-05T09:38:03Z"},{"alias_kind":"pith_short_8","alias_value":"UIBGJKHZ","created_at":"2026-07-05T09:38:03Z"}],"graph_snapshots":[{"event_id":"sha256:f9e13fafe298528bbc2b482a87bc709b02322403233bdcace0dd6afa02839996","target":"graph","created_at":"2026-07-05T09:38:03Z","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/2411.13006/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"This research presents an advanced AI-powered ultrasound imaging system that incorporates real-time image processing, organ tracking, and voice commands to enhance the efficiency and accuracy of diagnoses in clinical practice. Traditional ultrasound diagnostics often require significant time and introduce a degree of subjectivity due to user interaction. The goal of this innovative solution is to provide Sonologists with a more predictable and productive imaging procedure utilizing artificial intelligence, computer vision, and voice technology. The functionality of the system employs computer ","authors_text":"Emad Mohamed, Sheena Christabel Pravin, Shruti Tiwari","cross_cats":["cs.AI","cs.CV"],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.IV","submitted_at":"2024-11-20T03:03:49Z","title":"Automating Sonologists USG Commands with AI and Voice Interface"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2411.13006","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:df1ab7fcb3393d4b7ba7906d638d5f08be0adeee730627624494a70abf23c6f9","target":"record","created_at":"2026-07-05T09:38:03Z","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":"3497acc74c5af882ab6b6acf2ea97f53338a09dd36e4d317bc7d8c2bb2cdfcc0","cross_cats_sorted":["cs.AI","cs.CV"],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"eess.IV","submitted_at":"2024-11-20T03:03:49Z","title_canon_sha256":"379376afb6f801ca63c1a996820c37e30ee9c4577c565c052e344951093c557c"},"schema_version":"1.0","source":{"id":"2411.13006","kind":"arxiv","version":1}},"canonical_sha256":"a20264a8f9b34cf7e8f55a260b2efd34c5d5e9f6f82545d07b397db3e86fb985","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"a20264a8f9b34cf7e8f55a260b2efd34c5d5e9f6f82545d07b397db3e86fb985","first_computed_at":"2026-07-05T09:38:03.596100Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T09:38:03.596100Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"GSZiHYtkhAXF993ZUmkeIRM+Hnztrv54BMtxzg2IVBtThwkmvJ3sP1tABwSvx9Q3sFjdbd4ENAsGGsjIY8qABA==","signature_status":"signed_v1","signed_at":"2026-07-05T09:38:03.596541Z","signed_message":"canonical_sha256_bytes"},"source_id":"2411.13006","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:df1ab7fcb3393d4b7ba7906d638d5f08be0adeee730627624494a70abf23c6f9","sha256:f9e13fafe298528bbc2b482a87bc709b02322403233bdcace0dd6afa02839996"],"state_sha256":"33de289832165b34000217f2e3fe1a34b7ea875530bfbe9aa7a5fdb6ec828f1f"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"gls73ffl00jAdoGa6Z697hVYU1HFrDJBerkCU9L5QhwMPo2sXBr6S+VcJWI4h9Fcm7JsAa0aEE2wL6sDu6wdDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-15T22:35:03.764740Z","bundle_sha256":"b50a6cca27829286771e556a76e20c09902ffbab2b6c8ce7367cddfd84aff5cb"}}