{"schema_version":"papers/paper-detail-v1","title":"Depression Risk Assessment in Social Media via Large Language Models","surface":"papers","opportunity_kernel":{"paper_id":"dca67e9c-60e6-4e15-84ee-3fc9ac582f8f","title":"Depression Risk Assessment in Social Media via Large Language Models","authors":["Giorgia Gulino","Manuel Petrucci"],"arxiv_id":"2604.19887v1","doi":null,"published_at":"2026-04-21T18:09:37.000Z","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":"2026-04-23T04:54:20.527Z","fresh_until":"2026-05-23T04:54:20.527Z","is_stale":true,"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":"2026-04-23T04:55:18.480Z","fresh_until":"2026-05-07T04:55:18.480Z","is_stale":true,"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":"2026-04-23T04:54:20.527Z","fresh_until":"2026-05-23T04:54:20.527Z","is_stale":true,"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":"2026-04-23T05:07:52.807Z","fresh_until":"2026-05-07T05:07:52.807Z","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":"2026-04-23T04:54:20.527Z","fresh_until":"2026-05-07T04:54:20.527Z","is_stale":true,"source_count":1,"missingness":["paper_author_affiliations"]},"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":"2026-04-23T04:55:18.480Z","fresh_until":"2026-05-23T04:55:18.480Z","is_stale":true,"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":"2026-04-23T05:07:52.807Z"},"lineage_hash":"4d7b5c43c4fad339d1487c42f67273256d2c718a083aae8fb57f15cca273d719"},"distribution":null,"replication_evidence":[],"author_dna":[]}