{"schema_version":"papers/paper-detail-v1","title":"REM-CTX: Automated Peer Review via Reinforcement Learning with Auxiliary Context","surface":"papers","opportunity_kernel":{"paper_id":"7c3449f0-13ef-4c5f-8423-91e65ce45245","title":"REM-CTX: Automated Peer Review via Reinforcement Learning with Auxiliary Context","authors":["Pawin Taechoyotin","Daniel E. Acuna"],"arxiv_id":"2604.00248v1","doi":null,"published_at":"2026-03-31T21:19:05.000Z","score_object":{"overall":{"value":4,"scale":"0-10","confidence":0.85,"confidence_reason":"Backfilled from persisted papers.viability_score.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T20:55:54.504Z","fresh_until":"2026-05-02T20:55:54.504Z","is_stale":true,"source_count":1,"missingness":[]},"technical":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted technical score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T20:55:54.504Z","fresh_until":"2026-04-16T20:55:54.504Z","is_stale":true,"source_count":0,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score","paper_extraction_scorecards.reconstruction_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":"2026-04-02T20:55:54.504Z","fresh_until":"2026-05-02T20:55:54.504Z","is_stale":true,"source_count":1,"missingness":[]},"market":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted distribution_readiness_scores row was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T20:55:54.504Z","fresh_until":"2026-04-16T20:55:54.504Z","is_stale":true,"source_count":0,"missingness":["distribution_readiness_scores.score"]},"team":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted team-quality evidence was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T20:55:54.504Z","fresh_until":"2026-04-16T20:55:54.504Z","is_stale":true,"source_count":0,"missingness":["engineer_profiles.builder_score","author_startups"]},"methodology":{"value":0,"scale":"0-10","confidence":0.15,"confidence_reason":"No persisted methodology score source was available; marked low confidence.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-04-02T20:55:54.504Z","fresh_until":"2026-05-02T20:55:54.504Z","is_stale":true,"source_count":0,"missingness":["paper_extraction_scorecards.total_score","paper_extraction_scorecards.standard_extraction_score"]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"missing","references_count":36,"source_count":3,"coverage":0.3333,"missingness":["repo_url","proof_status","distribution_readiness_scores","paper_extraction_scorecards"],"unresolved_unknowns":["distribution readiness has not been computed yet","proof verification has not been recorded yet"],"last_verification_at":"2026-04-02T20:55:54.504Z"},"lineage_hash":"e2269607df5d54b212ad2cc90ad1aa77976af6753bf650f73ef51c127de6a21c"},"distribution":null,"replication_evidence":[],"author_dna":[]}