{"schema_version":"papers/paper-detail-v1","title":"DreamerNLplus: Interpretable Modeling of Mental Health Dynamics from Social Media Timelines using Hybrid Rule-Based and RAG Methods","surface":"papers","opportunity_kernel":{"paper_id":"c5628e23-0cc0-4643-8607-bf4e2dbf9ace","title":"DreamerNLplus: Interpretable Modeling of Mental Health Dynamics from Social Media Timelines using Hybrid Rule-Based and RAG Methods","authors":["Maryia Zhyrko","Daisy Monika Lal","Erik van Mulligen","Lifeng Han"],"arxiv_id":"2605.23052v1","doi":null,"published_at":"2026-05-21T21:35:08.000Z","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":"2026-05-25T20:16:41.477Z","fresh_until":"2026-06-24T20:16:41.477Z","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":"2026-05-25T20:34:40.571Z","fresh_until":"2026-06-08T20:34:40.571Z","is_stale":false,"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":"2026-05-25T20:16:41.477Z","fresh_until":"2026-06-24T20:16:41.477Z","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":"2026-05-25T20:35:35.399Z","fresh_until":"2026-06-08T20:35:35.399Z","is_stale":false,"source_count":1,"missingness":[]},"team":{"value":5.1,"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":"2026-05-25T20:16:41.477Z","fresh_until":"2026-06-08T20:16:41.477Z","is_stale":false,"source_count":2,"missingness":[]},"methodology":{"value":4.2,"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":"2026-05-25T20:18:14.765Z","fresh_until":"2026-06-24T20:18:14.765Z","is_stale":false,"source_count":2,"missingness":[]}},"evidence_receipt":{"freshness":"fresh","proof_status":"unverified","repo_status":"active","references_count":0,"source_count":4,"coverage":0.8333,"missingness":["references"],"unresolved_unknowns":[],"last_verification_at":"2026-05-25T20:34:40.571Z"},"lineage_hash":"625c09959ed6d77c7fbb50029a804988810fcfa0bbce482d1c3d5c3396bee026"},"distribution":null,"replication_evidence":[],"author_dna":[]}