{"schema_version":"papers/paper-detail-v1","title":"Comparing Post-Hoc Explainable AI Methods for Interpreting Black-Box EEG Models in Depression Detection","surface":"papers","opportunity_kernel":{"paper_id":"7ca55928-ea1e-4abc-803f-79edeb20ff78","title":"Comparing Post-Hoc Explainable AI Methods for Interpreting Black-Box EEG Models in Depression Detection","authors":["Antonia Šarčević","Nikolina Frid"],"arxiv_id":"2605.28977v1","doi":null,"published_at":"2026-05-27T18:32:57.000Z","score_object":{"overall":{"value":5,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-28T20:16:24.295Z","is_stale":false,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-12T20:16:24.295Z","is_stale":false,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-28T20:16:24.295Z","is_stale":false,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-12T20:16:24.295Z","is_stale":false,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-12T20:16:24.295Z","is_stale":false,"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":"2026-05-29T20:16:24.295Z","fresh_until":"2026-06-28T20:16:24.295Z","is_stale":false,"source_count":0,"missingness":["paper_score_objects.methodology"]}},"evidence_receipt":{"freshness":"fresh","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":"2026-05-29T20:16:24.295Z"},"lineage_hash":"5d25af0839ee5e075cfbeff17852ce663782f3411bee4089cac8b28a83b54ee7"},"distribution":null,"replication_evidence":[],"author_dna":[]}