{"schema_version":"papers/paper-detail-v1","title":"Vision-Guided Iterative Refinement for Frontend Code Generation","surface":"papers","opportunity_kernel":{"paper_id":"84d6423f-ff0b-4e95-a8b9-7808e8b2bf2a","title":"Vision-Guided Iterative Refinement for Frontend Code Generation","authors":["Hannah Sansford","Derek H. C. Law","Wei Liu","Abhishek Tripathi","Niresh Agarwal","Gerrit J. J. van den Burg"],"arxiv_id":"2604.05839v1","doi":null,"published_at":"2026-04-07T13:06:48.000Z","score_object":{"overall":{"value":7,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.technical"]},"commercial":{"value":4,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-04-22T03:21:54.703Z","is_stale":true,"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":"2026-04-08T03:21:54.703Z","fresh_until":"2026-05-08T03:21:54.703Z","is_stale":true,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"unknown","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":"2026-04-08T03:21:54.703Z"},"lineage_hash":"3dbfdbab7fc120ca62f532eb64719c3a59b78800a51a9a511d2d04b9ac5de81c"},"distribution":null,"replication_evidence":[],"author_dna":[]}