{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:6XJAANAOCF2N77FG26DHFZN5AF","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":"eb631f83efc8dd4c985273f3830e5879d76b9aa59348370635af2f5145fb8969","cross_cats_sorted":["cs.HC","cs.RO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-04T22:03:53Z","title_canon_sha256":"610dee7197078f032413c9c5f96fa18ab50becda91a40d8527a1310c9b012465"},"schema_version":"1.0","source":{"id":"1904.02805","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.02805","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"arxiv_version","alias_value":"1904.02805v1","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.02805","created_at":"2026-05-17T23:49:19Z"},{"alias_kind":"pith_short_12","alias_value":"6XJAANAOCF2N","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_16","alias_value":"6XJAANAOCF2N77FG","created_at":"2026-05-18T12:33:10Z"},{"alias_kind":"pith_short_8","alias_value":"6XJAANAO","created_at":"2026-05-18T12:33:10Z"}],"graph_snapshots":[{"event_id":"sha256:3c25b9c628b46265c840868de3ecafd7806fe54548e822a56433ffbb1a594882","target":"graph","created_at":"2026-05-17T23:49:19Z","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"},"paper":{"abstract_excerpt":"With the advent of modern expert systems driven by deep learning that supplement human experts (e.g. radiologists, dermatologists, surveillance scanners), we analyze how and when do such expert systems enhance human performance in a fine-grained small target visual search task. We set up a 2 session factorial experimental design in which humans visually search for a target with and without a Deep Learning (DL) expert system. We evaluate human changes of target detection performance and eye-movements in the presence of the DL system. We find that performance improvements with the DL system (com","authors_text":"Amit Surana, Arturo Deza, Miguel P. Eckstein","cross_cats":["cs.HC","cs.RO"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-04T22:03:53Z","title":"Assessment of Faster R-CNN in Man-Machine collaborative search"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.02805","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":"sha256:2555b04bf08a5cf00df8e373e73d0b764d2167a1742576f28103709071d37adb","target":"record","created_at":"2026-05-17T23:49:19Z","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":"eb631f83efc8dd4c985273f3830e5879d76b9aa59348370635af2f5145fb8969","cross_cats_sorted":["cs.HC","cs.RO"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.CV","submitted_at":"2019-04-04T22:03:53Z","title_canon_sha256":"610dee7197078f032413c9c5f96fa18ab50becda91a40d8527a1310c9b012465"},"schema_version":"1.0","source":{"id":"1904.02805","kind":"arxiv","version":1}},"canonical_sha256":"f5d200340e1174dffca6d78672e5bd016d7eb6019ae69633d9ef9cfd54b156a7","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"f5d200340e1174dffca6d78672e5bd016d7eb6019ae69633d9ef9cfd54b156a7","first_computed_at":"2026-05-17T23:49:19.594526Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:49:19.594526Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"Pj7KzdwWPaGD+BQEoyjTd42ghWnG+/GTpBEcgVGjlujCSN2blK1bHbn39bRew40MNVt1JD8RaFko1TILAY8LDw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:49:19.595077Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.02805","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:2555b04bf08a5cf00df8e373e73d0b764d2167a1742576f28103709071d37adb","sha256:3c25b9c628b46265c840868de3ecafd7806fe54548e822a56433ffbb1a594882"],"state_sha256":"c4bcc2ef4f951e38edbcdcad240029a14388934269c215e1a170bcbccddca32a"}