{"schema_version":"papers/paper-detail-v1","title":"How Frontier LLMs Adapt to Neurodivergence Context: A Measurement Framework for Surface vs. Structural Change in System-Prompted Responses","surface":"papers","opportunity_kernel":{"paper_id":"92ec2e71-28af-4bb9-b153-5ef8b6b0ecf8","title":"How Frontier LLMs Adapt to Neurodivergence Context: A Measurement Framework for Surface vs. Structural Change in System-Prompted Responses","authors":["Ishan Gupta","Pavlo Buryi"],"arxiv_id":"2605.00113v1","doi":null,"published_at":"2026-04-30T18:08:28.000Z","score_object":{"overall":{"value":7,"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":"2026-05-04T20:12:22.506Z","fresh_until":"2026-06-03T20:12:22.506Z","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":"2026-05-04T20:14:30.096Z","fresh_until":"2026-05-18T20:14:30.096Z","is_stale":true,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":5,"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":"2026-05-04T20:12:22.506Z","fresh_until":"2026-06-03T20:12:22.506Z","is_stale":false,"source_count":2,"missingness":[]},"market":{"value":5.5,"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":"2026-05-04T20:24:01.303Z","fresh_until":"2026-05-18T20:24:01.303Z","is_stale":true,"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":"2026-05-04T20:12:22.506Z","fresh_until":"2026-05-18T20:12:22.506Z","is_stale":true,"source_count":1,"missingness":["paper_author_affiliations"]},"methodology":{"value":3.73,"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":"2026-05-04T20:14:30.096Z","fresh_until":"2026-06-03T20:14:30.096Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.6667,"missingness":["references","proof_status"],"unresolved_unknowns":["proof verification has not been recorded yet"],"last_verification_at":"2026-05-04T20:24:01.303Z"},"lineage_hash":"c48ccd9803c87b887558e28dac8ed6745dfb9d3a760fd24623c332a0d47cc2b8"},"distribution":null,"replication_evidence":[],"author_dna":[]}