{"schema_version":"papers/paper-detail-v1","title":"Eliot: Interactively $\\underline{E}$xploring Fast-Changing Scientific $\\underline{Li}$terature Trends with $\\underline{O}$nline Da$\\underline{t}$a and Learning","surface":"papers","opportunity_kernel":{"paper_id":"a9701f25-82bc-46e9-b167-830f6bee30f5","title":"Eliot: Interactively $\\underline{E}$xploring Fast-Changing Scientific $\\underline{Li}$terature Trends with $\\underline{O}$nline Da$\\underline{t}$a and Learning","authors":["Bernardo A. Denkvitts","Nitin Gupta","Biplav Srivastava"],"arxiv_id":"2605.27610v1","doi":null,"published_at":"2026-05-26T19:25:43.000Z","score_object":{"overall":{"value":6,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-27T20:13:01.796Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical technical score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-11T20:13:01.796Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.technical"]},"commercial":{"value":0,"scale":"0-10","confidence":0.7,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-27T20:13:01.796Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical market score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-11T20:13:01.796Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.market"]},"team":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical team score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-11T20:13:01.796Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.team"]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No canonical methodology score row was available yet; marked low confidence.","model_version":"phase0-web-fallback-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T20:13:01.796Z","fresh_until":"2026-06-27T20:13:01.796Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":0,"coverage":0,"missingness":["paper_evidence_receipts.references_count","paper_evidence_receipts.coverage"],"unresolved_unknowns":["Canonical evidence receipt has not been materialized yet."],"last_verification_at":"2026-05-28T20:13:01.796Z"},"lineage_hash":"7bbe876e83b2ac93ac993a6f4084d1b3f7f0258260138872864a75f1e00facc7"},"distribution":null,"replication_evidence":[],"author_dna":[]}