{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2019:ZHSRKRMP3DT75UTVN2JASLYX4J","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":"c21183ed58533a95400c14073635f1d21e594bc7060eca74e2af23b3bef7d4a0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-04-14T15:36:11Z","title_canon_sha256":"6c37be8867d0eb07e7b0589a1806e539c6643b4f11df73ff3054bab5dd5c397f"},"schema_version":"1.0","source":{"id":"1904.06710","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1904.06710","created_at":"2026-05-17T23:48:36Z"},{"alias_kind":"arxiv_version","alias_value":"1904.06710v1","created_at":"2026-05-17T23:48:36Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1904.06710","created_at":"2026-05-17T23:48:36Z"},{"alias_kind":"pith_short_12","alias_value":"ZHSRKRMP3DT7","created_at":"2026-05-18T12:33:33Z"},{"alias_kind":"pith_short_16","alias_value":"ZHSRKRMP3DT75UTV","created_at":"2026-05-18T12:33:33Z"},{"alias_kind":"pith_short_8","alias_value":"ZHSRKRMP","created_at":"2026-05-18T12:33:33Z"}],"graph_snapshots":[{"event_id":"sha256:b9763079bb6835f3fc838059f499fe566db501c6ac50d141bbab7664ececa3f7","target":"graph","created_at":"2026-05-17T23:48:36Z","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":"Simulator training for image guided surgical interventions would benefit from intelligent systems that detect the evolution of task performance, and take control of individual speed precision strategies by providing effective automatic performance feedback. At the earliest training stages, novices frequently focus on getting faster at the task. This may, as shown here, compromise the evolution of their precision scores, sometimes irreparably, if it is not controlled for as early as possible. Artificial intelligence could help make sure that a trainee reaches optimal individual speed accuracy t","authors_text":"Birgitta Dresp-Langley","cross_cats":[],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-04-14T15:36:11Z","title":"Towards expert-based speed-precision control in early simulator training for novice surgeons"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1904.06710","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":"sha256:975dff8e18c5b02d74998cf0dea62f61e2a93d12f7f8a14d4dd3b87550597cde","target":"record","created_at":"2026-05-17T23:48:36Z","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":"c21183ed58533a95400c14073635f1d21e594bc7060eca74e2af23b3bef7d4a0","cross_cats_sorted":[],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.HC","submitted_at":"2019-04-14T15:36:11Z","title_canon_sha256":"6c37be8867d0eb07e7b0589a1806e539c6643b4f11df73ff3054bab5dd5c397f"},"schema_version":"1.0","source":{"id":"1904.06710","kind":"arxiv","version":1}},"canonical_sha256":"c9e515458fd8e7fed2756e92092f17e24669c1529bc55c157f3117fafa443bd4","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"c9e515458fd8e7fed2756e92092f17e24669c1529bc55c157f3117fafa443bd4","first_computed_at":"2026-05-17T23:48:36.438159Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:48:36.438159Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"MJEJOHGxsy1USssQ6uQIEG2BeSr/WZcbHpqOkBydQFlB1u7Jnp9AoywFf/T5DSZiN9lUT8Zdpw+rB4+KVc9SBw==","signature_status":"signed_v1","signed_at":"2026-05-17T23:48:36.438697Z","signed_message":"canonical_sha256_bytes"},"source_id":"1904.06710","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:975dff8e18c5b02d74998cf0dea62f61e2a93d12f7f8a14d4dd3b87550597cde","sha256:b9763079bb6835f3fc838059f499fe566db501c6ac50d141bbab7664ececa3f7"],"state_sha256":"182f0c249b82dae097fd2e4d857a9e5e9d73aef81f39d7ca857ff340fa0f850d"}