{"schema_version":"papers/paper-detail-v1","title":"I Hear, Therefore I Trust: A Socio-Technical Investigation of Humans as Synthetic Speech Detectors","surface":"papers","opportunity_kernel":{"paper_id":"a1935923-2a4b-4e97-85f6-a7de75624be1","title":"I Hear, Therefore I Trust: A Socio-Technical Investigation of Humans as Synthetic Speech Detectors","authors":["Lelia Erscoi","Tomi Kinnunen"],"arxiv_id":"2605.28064v1","doi":null,"published_at":"2026-05-27T07:16:02.000Z","score_object":{"overall":{"value":2,"scale":"0-10","confidence":0.85,"confidence_reason":"Aligned to persisted papers.viability_score for public contract consistency.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-27T16:19:50.543Z","is_stale":false,"source_count":1,"missingness":[]},"technical":{"value":1.4,"scale":"0-10","confidence":0.55,"confidence_reason":"Backfilled from paper_extraction_scorecards.reconstruction_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:20:56.359Z","fresh_until":"2026-06-11T16:20:56.359Z","is_stale":false,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":0,"scale":"0-10","confidence":0.75,"confidence_reason":"Backfilled from persisted commercial_flags and repo availability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-27T16:19:50.543Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":1,"scale":"0-10","confidence":0.45,"confidence_reason":"Heuristic market score materialized from paper metadata, repo availability, and deployability.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T17:05:29.520Z","fresh_until":"2026-06-11T17:05:29.520Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":2.5,"scale":"0-10","confidence":0.28,"confidence_reason":"Heuristic fallback from paper author count.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:19:50.543Z","fresh_until":"2026-06-11T16:19:50.543Z","is_stale":false,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":4.28,"scale":"0-10","confidence":0.82,"confidence_reason":"Backfilled from paper_extraction_scorecards.total_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-28T16:20:56.359Z","fresh_until":"2026-06-27T16:20:56.359Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"missing","references_count":0,"source_count":3,"coverage":0.5,"missingness":["repo_url","references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-28T17:05:29.520Z"},"lineage_hash":"48bf3f3009fff5d52dc5abcc2df128880d580ec7b770a8d3c9cd557132337213"},"distribution":null,"replication_evidence":[],"author_dna":[]}