{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2024:CS7LP2DOCNNCQ2TTAIE4TLCXBQ","short_pith_number":"pith:CS7LP2DO","canonical_record":{"source":{"id":"2408.07313","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-08-14T06:14:02Z","cross_cats_sorted":[],"title_canon_sha256":"db23f750c62310e9e15ad9a5ce3b90a4cc7a97ee075591bf29f60cf70ef7c537","abstract_canon_sha256":"9b9c3826103d9bdcb015337e8841dbc2db8b0e1ad5e246c30c339c2ac7d863ce"},"schema_version":"1.0"},"canonical_sha256":"14beb7e86e135a286a730209c9ac570c003d773c8be9478603f48bd371ccbb87","source":{"kind":"arxiv","id":"2408.07313","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.07313","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"arxiv_version","alias_value":"2408.07313v1","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.07313","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_12","alias_value":"CS7LP2DOCNNC","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_16","alias_value":"CS7LP2DOCNNCQ2TT","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_8","alias_value":"CS7LP2DO","created_at":"2026-07-05T08:55:13Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2024:CS7LP2DOCNNCQ2TTAIE4TLCXBQ","target":"record","payload":{"canonical_record":{"source":{"id":"2408.07313","kind":"arxiv","version":1},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-08-14T06:14:02Z","cross_cats_sorted":[],"title_canon_sha256":"db23f750c62310e9e15ad9a5ce3b90a4cc7a97ee075591bf29f60cf70ef7c537","abstract_canon_sha256":"9b9c3826103d9bdcb015337e8841dbc2db8b0e1ad5e246c30c339c2ac7d863ce"},"schema_version":"1.0"},"canonical_sha256":"14beb7e86e135a286a730209c9ac570c003d773c8be9478603f48bd371ccbb87","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:55:13.826751Z","signature_b64":"ZjSiadjMIlNU2l9ElIAzP7LVeMQ9w16vVmnk5za+uYUTq05XtnHiOreedER7McKYhWZXsTSQuIFll2XOvHrEAQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"14beb7e86e135a286a730209c9ac570c003d773c8be9478603f48bd371ccbb87","last_reissued_at":"2026-07-05T08:55:13.826373Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:55:13.826373Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2408.07313","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":"2026-07-05T08:55:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"YomrcZWnAdLZeTcZ9DeRFRNuwszg7Oe4POm3HLt5FErzxMc7FNJF5SOXUZ+zCOzVF6boNPSwLsmSGJy/XzsiBw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T06:58:53.811757Z"},"content_sha256":"3c2b1d70932a752082a8125177c4f6a8bc347c75f9f10b5f1e57b177fb8a92ab","schema_version":"1.0","event_id":"sha256:3c2b1d70932a752082a8125177c4f6a8bc347c75f9f10b5f1e57b177fb8a92ab"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2024:CS7LP2DOCNNCQ2TTAIE4TLCXBQ","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.HC","authors_text":"Aaron J. Quigley, Flora D. Salim, Hong Jia, Shuning Zhang, Ting Dang, Wen Hu, Yongquan Hu","submitted_at":"2024-08-14T06:14:02Z","abstract_excerpt":"Integrating physiological signals such as electroencephalogram (EEG), with other data such as interview audio, may offer valuable multimodal insights into psychological states or neurological disorders. Recent advancements with Large Language Models (LLMs) position them as prospective ``health agents'' for mental health assessment. However, current research predominantly focus on single data modalities, presenting an opportunity to advance understanding through multimodal data. Our study aims to advance this approach by investigating multimodal data using LLMs for mental health assessment, spe"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.07313","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/2408.07313/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":"2026-07-05T08:55:13Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ezhB/EDdj6Veokd++JL8n+KHevHqMQLkNltJuP74AxAjRF+dcqEKnaa7UV1OHAtrm/CVG4EKHFkXtFmYp5h+Dg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-09T06:58:53.812134Z"},"content_sha256":"e11912d0be884ca5448b170b65d837c0a34dada6475848e27f74f4e6a6809159","schema_version":"1.0","event_id":"sha256:e11912d0be884ca5448b170b65d837c0a34dada6475848e27f74f4e6a6809159"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/bundle.json","state_url":"https://pith.science/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/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":"2026-07-09T06:58:53Z","links":{"resolver":"https://pith.science/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ","bundle":"https://pith.science/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/bundle.json","state":"https://pith.science/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/state.json","well_known_bundle":"https://pith.science/.well-known/pith/CS7LP2DOCNNCQ2TTAIE4TLCXBQ/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2024:CS7LP2DOCNNCQ2TTAIE4TLCXBQ","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":"9b9c3826103d9bdcb015337e8841dbc2db8b0e1ad5e246c30c339c2ac7d863ce","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-08-14T06:14:02Z","title_canon_sha256":"db23f750c62310e9e15ad9a5ce3b90a4cc7a97ee075591bf29f60cf70ef7c537"},"schema_version":"1.0","source":{"id":"2408.07313","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2408.07313","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"arxiv_version","alias_value":"2408.07313v1","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.07313","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_12","alias_value":"CS7LP2DOCNNC","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_16","alias_value":"CS7LP2DOCNNCQ2TT","created_at":"2026-07-05T08:55:13Z"},{"alias_kind":"pith_short_8","alias_value":"CS7LP2DO","created_at":"2026-07-05T08:55:13Z"}],"graph_snapshots":[{"event_id":"sha256:e11912d0be884ca5448b170b65d837c0a34dada6475848e27f74f4e6a6809159","target":"graph","created_at":"2026-07-05T08:55:13Z","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/2408.07313/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Integrating physiological signals such as electroencephalogram (EEG), with other data such as interview audio, may offer valuable multimodal insights into psychological states or neurological disorders. Recent advancements with Large Language Models (LLMs) position them as prospective ``health agents'' for mental health assessment. However, current research predominantly focus on single data modalities, presenting an opportunity to advance understanding through multimodal data. Our study aims to advance this approach by investigating multimodal data using LLMs for mental health assessment, spe","authors_text":"Aaron J. Quigley, Flora D. Salim, Hong Jia, Shuning Zhang, Ting Dang, Wen Hu, Yongquan Hu","cross_cats":[],"headline":"","license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-08-14T06:14:02Z","title":"Exploring Large-Scale Language Models to Evaluate EEG-Based Multimodal Data for Mental Health"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.07313","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":"sha256:3c2b1d70932a752082a8125177c4f6a8bc347c75f9f10b5f1e57b177fb8a92ab","target":"record","created_at":"2026-07-05T08:55:13Z","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":"9b9c3826103d9bdcb015337e8841dbc2db8b0e1ad5e246c30c339c2ac7d863ce","cross_cats_sorted":[],"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.HC","submitted_at":"2024-08-14T06:14:02Z","title_canon_sha256":"db23f750c62310e9e15ad9a5ce3b90a4cc7a97ee075591bf29f60cf70ef7c537"},"schema_version":"1.0","source":{"id":"2408.07313","kind":"arxiv","version":1}},"canonical_sha256":"14beb7e86e135a286a730209c9ac570c003d773c8be9478603f48bd371ccbb87","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"14beb7e86e135a286a730209c9ac570c003d773c8be9478603f48bd371ccbb87","first_computed_at":"2026-07-05T08:55:13.826373Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T08:55:13.826373Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"ZjSiadjMIlNU2l9ElIAzP7LVeMQ9w16vVmnk5za+uYUTq05XtnHiOreedER7McKYhWZXsTSQuIFll2XOvHrEAQ==","signature_status":"signed_v1","signed_at":"2026-07-05T08:55:13.826751Z","signed_message":"canonical_sha256_bytes"},"source_id":"2408.07313","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:3c2b1d70932a752082a8125177c4f6a8bc347c75f9f10b5f1e57b177fb8a92ab","sha256:e11912d0be884ca5448b170b65d837c0a34dada6475848e27f74f4e6a6809159"],"state_sha256":"02131bf1be06f36c02b019d01fb2dca6234074f4444f4c067638b56e4cd45290"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"HSFpN8Dfwa9Vo2pm7wPiMN8sq+bHePY27X34GNNZqj2LogwqHm53BQv4Ptv0Nv/9GYD+3x2/TdqOIBJ1RP2JAg==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-09T06:58:53.814513Z","bundle_sha256":"a068fe4be7ac96a91acb0ab8840feece10f061adf274989d701f689ef7e26792"}}