{"schema_version":"papers/paper-detail-v1","title":"ColPackAgent: Agent-Skill-Guided Hard-Particle Monte Carlo Workflows for Colloidal Packing","surface":"papers","opportunity_kernel":{"paper_id":"ba97af5e-d7ea-40d1-a793-ae64ea7f78c7","title":"ColPackAgent: Agent-Skill-Guided Hard-Particle Monte Carlo Workflows for Colloidal Packing","authors":["Lijie Ding","Changwoo Do"],"arxiv_id":"2605.15625v1","doi":null,"published_at":"2026-05-15T05:17:40.000Z","score_object":{"overall":{"value":8,"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":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-17T20:11:20.103Z","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":"2026-05-18T20:12:58.429Z","fresh_until":"2026-06-01T20:12:58.429Z","is_stale":false,"source_count":1,"missingness":["reproducibility_results.reproducibility_score","deployability_scores.score"]},"commercial":{"value":4,"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":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-17T20:11:20.103Z","is_stale":false,"source_count":1,"missingness":[]},"market":{"value":2,"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":"2026-05-18T20:27:40.208Z","fresh_until":"2026-06-01T20:27:40.208Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":3.25,"scale":"0-10","confidence":0.42,"confidence_reason":"Heuristic fallback from paper author count and extracted affiliations.","model_version":"phase0-backfill-v1","pipeline_version":"phase0-kernel-v1","computed_at":"2026-05-18T20:11:20.103Z","fresh_until":"2026-06-01T20:11:20.103Z","is_stale":false,"source_count":2,"missingness":[]},"methodology":{"value":3.9,"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":"2026-05-18T20:12:58.429Z","fresh_until":"2026-06-17T20:12:58.429Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"stale","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":"2026-05-18T20:27:40.208Z"},"lineage_hash":"6fe77ab57f779d9c644026e1567ad5e6e1cb2682e8ddc9634025e1453c15f43b"},"distribution":null,"replication_evidence":[],"author_dna":[]}