{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2024:F2VA7SANKXPACXEC6OX73WCXGB","short_pith_number":"pith:F2VA7SAN","schema_version":"1.0","canonical_sha256":"2eaa0fc80d55de015c82f3affdd857307359b0c2227edf53eb1266d5bed1908d","source":{"kind":"arxiv","id":"2408.14053","version":2},"attestation_state":"computed","paper":{"title":"Enhancing Depression Diagnosis with Chain-of-Thought Prompting","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Adithri Manda, Elysia Shi, Kevin Zhu, London Chowdhury, Michael Lam, Runeema Arun","submitted_at":"2024-08-26T07:19:07Z","abstract_excerpt":"When using AI to detect signs of depressive disorder, AI models habitually draw preemptive conclusions. We theorize that using chain-of-thought (CoT) prompting to evaluate Patient Health Questionnaire-8 (PHQ-8) scores will improve the accuracy of the scores determined by AI models. In our findings, when the models reasoned with CoT, the estimated PHQ-8 scores were consistently closer on average to the accepted true scores reported by each participant compared to when not using CoT. Our goal is to expand upon AI models' understanding of the intricacies of human conversation, allowing them to mo"},"verification_status":{"content_addressed":true,"pith_receipt":true,"author_attested":false,"weak_author_claims":0,"strong_author_claims":0,"externally_anchored":false,"storage_verified":false,"citation_signatures":0,"replication_records":0,"graph_snapshot":true,"references_resolved":false,"formal_links_present":false},"canonical_record":{"source":{"id":"2408.14053","kind":"arxiv","version":2},"metadata":{"license":"http://creativecommons.org/licenses/by/4.0/","primary_cat":"cs.CL","submitted_at":"2024-08-26T07:19:07Z","cross_cats_sorted":[],"title_canon_sha256":"a4e6f774d89f4b2e7610c87696004d163f176bc08b3fb57d50795f6eb2089f5a","abstract_canon_sha256":"c91e801a019972987b550f2f9a7fb8a9e1280f4326937100f770b261e22ccf45"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T08:59:33.582092Z","signature_b64":"/Gy1gn7cgyEZlkVDt88fW02oV/IVmYiV79v1mkezLPsan7/S9tTr7Evk0XzQ6Cy8xpsRfU3G00qFMCNel8ZmCQ==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"2eaa0fc80d55de015c82f3affdd857307359b0c2227edf53eb1266d5bed1908d","last_reissued_at":"2026-07-05T08:59:33.581605Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T08:59:33.581605Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Enhancing Depression Diagnosis with Chain-of-Thought Prompting","license":"http://creativecommons.org/licenses/by/4.0/","headline":"","cross_cats":[],"primary_cat":"cs.CL","authors_text":"Adithri Manda, Elysia Shi, Kevin Zhu, London Chowdhury, Michael Lam, Runeema Arun","submitted_at":"2024-08-26T07:19:07Z","abstract_excerpt":"When using AI to detect signs of depressive disorder, AI models habitually draw preemptive conclusions. We theorize that using chain-of-thought (CoT) prompting to evaluate Patient Health Questionnaire-8 (PHQ-8) scores will improve the accuracy of the scores determined by AI models. In our findings, when the models reasoned with CoT, the estimated PHQ-8 scores were consistently closer on average to the accepted true scores reported by each participant compared to when not using CoT. Our goal is to expand upon AI models' understanding of the intricacies of human conversation, allowing them to mo"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2408.14053","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/2408.14053/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"},"aliases":[{"alias_kind":"arxiv","alias_value":"2408.14053","created_at":"2026-07-05T08:59:33.581665+00:00"},{"alias_kind":"arxiv_version","alias_value":"2408.14053v2","created_at":"2026-07-05T08:59:33.581665+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2408.14053","created_at":"2026-07-05T08:59:33.581665+00:00"},{"alias_kind":"pith_short_12","alias_value":"F2VA7SANKXPA","created_at":"2026-07-05T08:59:33.581665+00:00"},{"alias_kind":"pith_short_16","alias_value":"F2VA7SANKXPACXEC","created_at":"2026-07-05T08:59:33.581665+00:00"},{"alias_kind":"pith_short_8","alias_value":"F2VA7SAN","created_at":"2026-07-05T08:59:33.581665+00:00"}],"events":[],"event_summary":{},"paper_claims":[],"inbound_citations":{"count":0,"internal_anchor_count":0,"sample":[]},"formal_canon":{"evidence_count":0,"sample":[],"anchors":[]},"links":{"html":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB","json":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB.json","graph_json":"https://pith.science/api/pith-number/F2VA7SANKXPACXEC6OX73WCXGB/graph.json","events_json":"https://pith.science/api/pith-number/F2VA7SANKXPACXEC6OX73WCXGB/events.json","paper":"https://pith.science/paper/F2VA7SAN"},"agent_actions":{"view_html":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB","download_json":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB.json","view_paper":"https://pith.science/paper/F2VA7SAN","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=2408.14053&json=true","fetch_graph":"https://pith.science/api/pith-number/F2VA7SANKXPACXEC6OX73WCXGB/graph.json","fetch_events":"https://pith.science/api/pith-number/F2VA7SANKXPACXEC6OX73WCXGB/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB/action/timestamp_anchor","attest_storage":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB/action/storage_attestation","attest_author":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB/action/author_attestation","sign_citation":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB/action/citation_signature","submit_replication":"https://pith.science/pith/F2VA7SANKXPACXEC6OX73WCXGB/action/replication_record"}},"created_at":"2026-07-05T08:59:33.581665+00:00","updated_at":"2026-07-05T08:59:33.581665+00:00"}