{"record_type":"pith_number_record","schema_url":"https://pith.science/schemas/pith-number/v1.json","pith_number":"pith:2016:VGFBTD7V2EDWRL2L3PRBHQU4BD","short_pith_number":"pith:VGFBTD7V","schema_version":"1.0","canonical_sha256":"a98a198ff5d10768af4bdbe213c29c08db8cd4d4b2e1b708780b05f9b91a46a2","source":{"kind":"arxiv","id":"1610.06943","version":1},"attestation_state":"computed","paper":{"title":"Sensitivity analysis for an unobserved moderator in RCT-to-target-population generalization of treatment effects","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Cyrus Ebnesajjad, Elizabeth A. Stuart, Stephen R. Cole, Trang Quynh Nguyen","submitted_at":"2016-10-21T20:30:39Z","abstract_excerpt":"In the presence of treatment effect heterogeneity, the average treatment effect (ATE) in a randomized controlled trial (RCT) may differ from the average effect of the same treatment if applied to a target population of interest. If all treatment effect moderators are observed in the RCT and in a dataset representing the target population, we can obtain an estimate for the target population ATE by adjusting for the difference in the distribution of the moderators between the two samples. This paper considers sensitivity analyses for two situations: (1) where we cannot adjust for a specific mode"},"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":"1610.06943","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"stat.ME","submitted_at":"2016-10-21T20:30:39Z","cross_cats_sorted":[],"title_canon_sha256":"cd6e2ce4c49d5d0e9d06c905688e0cc4493e9315fc6f807a0947f8d1350178db","abstract_canon_sha256":"c3406bb734f93484cf24bb9706c40eb6e31ddcf0942a4a6fdc43493057c714ee"},"schema_version":"1.0"},"receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-05-18T00:45:22.260812Z","signature_b64":"rte732cMlYgZgXK6z0ryg5/hvrzBYJJ2+FDnm0jM8sO25kIT6bfFbospuwJS87ZZJAamTJJpe5tXuVBZx8YiDA==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"a98a198ff5d10768af4bdbe213c29c08db8cd4d4b2e1b708780b05f9b91a46a2","last_reissued_at":"2026-05-18T00:45:22.260353Z","signature_status":"signed_v1","first_computed_at":"2026-05-18T00:45:22.260353Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"graph_snapshot":{"paper":{"title":"Sensitivity analysis for an unobserved moderator in RCT-to-target-population generalization of treatment effects","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":[],"primary_cat":"stat.ME","authors_text":"Cyrus Ebnesajjad, Elizabeth A. Stuart, Stephen R. Cole, Trang Quynh Nguyen","submitted_at":"2016-10-21T20:30:39Z","abstract_excerpt":"In the presence of treatment effect heterogeneity, the average treatment effect (ATE) in a randomized controlled trial (RCT) may differ from the average effect of the same treatment if applied to a target population of interest. If all treatment effect moderators are observed in the RCT and in a dataset representing the target population, we can obtain an estimate for the target population ATE by adjusting for the difference in the distribution of the moderators between the two samples. This paper considers sensitivity analyses for two situations: (1) where we cannot adjust for a specific mode"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1610.06943","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":""},"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":"1610.06943","created_at":"2026-05-18T00:45:22.260418+00:00"},{"alias_kind":"arxiv_version","alias_value":"1610.06943v1","created_at":"2026-05-18T00:45:22.260418+00:00"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1610.06943","created_at":"2026-05-18T00:45:22.260418+00:00"},{"alias_kind":"pith_short_12","alias_value":"VGFBTD7V2EDW","created_at":"2026-05-18T12:30:48.956258+00:00"},{"alias_kind":"pith_short_16","alias_value":"VGFBTD7V2EDWRL2L","created_at":"2026-05-18T12:30:48.956258+00:00"},{"alias_kind":"pith_short_8","alias_value":"VGFBTD7V","created_at":"2026-05-18T12:30:48.956258+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/VGFBTD7V2EDWRL2L3PRBHQU4BD","json":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD.json","graph_json":"https://pith.science/api/pith-number/VGFBTD7V2EDWRL2L3PRBHQU4BD/graph.json","events_json":"https://pith.science/api/pith-number/VGFBTD7V2EDWRL2L3PRBHQU4BD/events.json","paper":"https://pith.science/paper/VGFBTD7V"},"agent_actions":{"view_html":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD","download_json":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD.json","view_paper":"https://pith.science/paper/VGFBTD7V","resolve_alias":"https://pith.science/api/pith-number/resolve?arxiv=1610.06943&json=true","fetch_graph":"https://pith.science/api/pith-number/VGFBTD7V2EDWRL2L3PRBHQU4BD/graph.json","fetch_events":"https://pith.science/api/pith-number/VGFBTD7V2EDWRL2L3PRBHQU4BD/events.json","actions":{"anchor_timestamp":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD/action/timestamp_anchor","attest_storage":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD/action/storage_attestation","attest_author":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD/action/author_attestation","sign_citation":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD/action/citation_signature","submit_replication":"https://pith.science/pith/VGFBTD7V2EDWRL2L3PRBHQU4BD/action/replication_record"}},"created_at":"2026-05-18T00:45:22.260418+00:00","updated_at":"2026-05-18T00:45:22.260418+00:00"}