{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2023:DFON5OT7SNZSWTGTK6NEJHICDL","short_pith_number":"pith:DFON5OT7","canonical_record":{"source":{"id":"2307.06464","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-07-12T21:39:42Z","cross_cats_sorted":["cs.CL","cs.IR"],"title_canon_sha256":"2b71c3f497757f811146acfd7e796b846a9c34431b7407c7ee6c9f975397be5e","abstract_canon_sha256":"896023af2bc5b7f0b56b3a728daa30628b312f8cedfe50f86f4fb21d3a0e66fe"},"schema_version":"1.0"},"canonical_sha256":"195cdeba7f93732b4cd3579a449d021aea8ab5a6a487a208475b7bb144e29885","source":{"kind":"arxiv","id":"2307.06464","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2307.06464","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"arxiv_version","alias_value":"2307.06464v1","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2307.06464","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_12","alias_value":"DFON5OT7SNZS","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_16","alias_value":"DFON5OT7SNZSWTGT","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_8","alias_value":"DFON5OT7","created_at":"2026-07-05T11:33:55Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2023:DFON5OT7SNZSWTGTK6NEJHICDL","target":"record","payload":{"canonical_record":{"source":{"id":"2307.06464","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-07-12T21:39:42Z","cross_cats_sorted":["cs.CL","cs.IR"],"title_canon_sha256":"2b71c3f497757f811146acfd7e796b846a9c34431b7407c7ee6c9f975397be5e","abstract_canon_sha256":"896023af2bc5b7f0b56b3a728daa30628b312f8cedfe50f86f4fb21d3a0e66fe"},"schema_version":"1.0"},"canonical_sha256":"195cdeba7f93732b4cd3579a449d021aea8ab5a6a487a208475b7bb144e29885","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T11:33:55.886472Z","signature_b64":"BDpdbZIIh2f9ivVeSWGraqH9P42HXuWEdreUQEItf5DnPNhrCbmGnjgOgP65LjUEriCBTInoLy0GputreBm6Dw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"195cdeba7f93732b4cd3579a449d021aea8ab5a6a487a208475b7bb144e29885","last_reissued_at":"2026-07-05T11:33:55.885944Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T11:33:55.885944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2307.06464","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":"2026-07-05T11:33:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"ipdFCgIBUaeWte+ionZuGlMNKF7IJDtJUbJLfl9+3K5HSkIaDUPIvvPEIascJ1DMbChtE0xE8xQySPTeL1zLCg==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T03:06:22.272457Z"},"content_sha256":"ee3d462f20e5c02fad677f3c52ea70d908c486124adb09ef61787840d671ba3d","schema_version":"1.0","event_id":"sha256:ee3d462f20e5c02fad677f3c52ea70d908c486124adb09ef61787840d671ba3d"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2023:DFON5OT7SNZSWTGTK6NEJHICDL","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.CL","cs.IR"],"primary_cat":"cs.SE","authors_text":"Eugene Syriani, Gauransh Kumar, Istvan David","submitted_at":"2023-07-12T21:39:42Z","abstract_excerpt":"By organizing knowledge within a research field, Systematic Reviews (SR) provide valuable leads to steer research. Evidence suggests that SRs have become first-class artifacts in software engineering. However, the tedious manual effort associated with the screening phase of SRs renders these studies a costly and error-prone endeavor. While screening has traditionally been considered not amenable to automation, the advent of generative AI-driven chatbots, backed with large language models is set to disrupt the field. In this report, we propose an approach to leverage these novel technological d"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2307.06464","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/2307.06464/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":"2026-07-05T11:33:55Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"TOZJbEFGHlH4zu3ikBqhIuT4F0b/KMyLFENN0nIARxeqv5KdEHRQP1icx+7Qb8KKr9+deFdq0E8oi5AqHnwACw==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-08-08T03:06:22.272953Z"},"content_sha256":"f4313b7b0533d2046f9acc816a5d200f8879c244338e4904d1d170f1b4ec681f","schema_version":"1.0","event_id":"sha256:f4313b7b0533d2046f9acc816a5d200f8879c244338e4904d1d170f1b4ec681f"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/DFON5OT7SNZSWTGTK6NEJHICDL/bundle.json","state_url":"https://pith.science/pith/DFON5OT7SNZSWTGTK6NEJHICDL/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/DFON5OT7SNZSWTGTK6NEJHICDL/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":"2026-08-08T03:06:22Z","links":{"resolver":"https://pith.science/pith/DFON5OT7SNZSWTGTK6NEJHICDL","bundle":"https://pith.science/pith/DFON5OT7SNZSWTGTK6NEJHICDL/bundle.json","state":"https://pith.science/pith/DFON5OT7SNZSWTGTK6NEJHICDL/state.json","well_known_bundle":"https://pith.science/.well-known/pith/DFON5OT7SNZSWTGTK6NEJHICDL/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2023:DFON5OT7SNZSWTGTK6NEJHICDL","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":"896023af2bc5b7f0b56b3a728daa30628b312f8cedfe50f86f4fb21d3a0e66fe","cross_cats_sorted":["cs.CL","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-07-12T21:39:42Z","title_canon_sha256":"2b71c3f497757f811146acfd7e796b846a9c34431b7407c7ee6c9f975397be5e"},"schema_version":"1.0","source":{"id":"2307.06464","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2307.06464","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"arxiv_version","alias_value":"2307.06464v1","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2307.06464","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_12","alias_value":"DFON5OT7SNZS","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_16","alias_value":"DFON5OT7SNZSWTGT","created_at":"2026-07-05T11:33:55Z"},{"alias_kind":"pith_short_8","alias_value":"DFON5OT7","created_at":"2026-07-05T11:33:55Z"}],"graph_snapshots":[{"event_id":"sha256:f4313b7b0533d2046f9acc816a5d200f8879c244338e4904d1d170f1b4ec681f","target":"graph","created_at":"2026-07-05T11:33:55Z","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/2307.06464/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"By organizing knowledge within a research field, Systematic Reviews (SR) provide valuable leads to steer research. Evidence suggests that SRs have become first-class artifacts in software engineering. However, the tedious manual effort associated with the screening phase of SRs renders these studies a costly and error-prone endeavor. While screening has traditionally been considered not amenable to automation, the advent of generative AI-driven chatbots, backed with large language models is set to disrupt the field. In this report, we propose an approach to leverage these novel technological d","authors_text":"Eugene Syriani, Gauransh Kumar, Istvan David","cross_cats":["cs.CL","cs.IR"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-07-12T21:39:42Z","title":"Assessing the Ability of ChatGPT to Screen Articles for Systematic Reviews"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2307.06464","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:ee3d462f20e5c02fad677f3c52ea70d908c486124adb09ef61787840d671ba3d","target":"record","created_at":"2026-07-05T11:33:55Z","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":"896023af2bc5b7f0b56b3a728daa30628b312f8cedfe50f86f4fb21d3a0e66fe","cross_cats_sorted":["cs.CL","cs.IR"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2023-07-12T21:39:42Z","title_canon_sha256":"2b71c3f497757f811146acfd7e796b846a9c34431b7407c7ee6c9f975397be5e"},"schema_version":"1.0","source":{"id":"2307.06464","kind":"arxiv","version":1}},"canonical_sha256":"195cdeba7f93732b4cd3579a449d021aea8ab5a6a487a208475b7bb144e29885","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"195cdeba7f93732b4cd3579a449d021aea8ab5a6a487a208475b7bb144e29885","first_computed_at":"2026-07-05T11:33:55.885944Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T11:33:55.885944Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"BDpdbZIIh2f9ivVeSWGraqH9P42HXuWEdreUQEItf5DnPNhrCbmGnjgOgP65LjUEriCBTInoLy0GputreBm6Dw==","signature_status":"signed_v1","signed_at":"2026-07-05T11:33:55.886472Z","signed_message":"canonical_sha256_bytes"},"source_id":"2307.06464","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ee3d462f20e5c02fad677f3c52ea70d908c486124adb09ef61787840d671ba3d","sha256:f4313b7b0533d2046f9acc816a5d200f8879c244338e4904d1d170f1b4ec681f"],"state_sha256":"976f78f38e17baa8add94f7a6f178e565bfcd366ae9904ee23d04841f961922d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"NFvXUUVrVOsG3dk42nONURJlTWBNylfzkvUQdrmnv68dbEsVi7k4NfTu7oP9DKluxfiCUofCyRLm1YcXUIIEAQ==","signed_message":"bundle_sha256_bytes","signed_at":"2026-08-08T03:06:22.277616Z","bundle_sha256":"617d9e62dd77c7182c3014d144dc54129b8dbfe9c94534eb02832428c42add07"}}