diff --git "a/data/crossmodal_train.jsonl" "b/data/crossmodal_train.jsonl"
--- "a/data/crossmodal_train.jsonl"
+++ "b/data/crossmodal_train.jsonl"
@@ -1,10250 +1,260 @@
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-{"event_id": "cm_evt_0", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "dcpg_scored", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 1.1252, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.239, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "weak", "provisional_risk": 0.239, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": 0.0, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
-{"event_id": "cm_evt_0", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "pseudo", "chosen_policy": "pseudo", "reason": "dcpg_scored", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 2.3566, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.239, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "pseudo", "provisional_risk": 0.239, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": 0.0, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
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-{"event_id": "cm_evt_0", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "adaptive", "chosen_policy": "adaptive", "reason": "dcpg_scored", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 1.0179, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.239, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "adaptive", "provisional_risk": 0.239, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": 0.0, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
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-{"event_id": "cm_evt_1", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "dcpg_scored", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 1.051, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.2761, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "weak", "provisional_risk": 0.2761, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": 0.2390164603994288, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
-{"event_id": "cm_evt_1", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "pseudo", "chosen_policy": "pseudo", "reason": "dcpg_scored", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 2.1439, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.2761, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "pseudo", "provisional_risk": 0.2761, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": 0.2390164603994288, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
-{"event_id": "cm_evt_1", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "redact", "chosen_policy": "redact", "reason": "dcpg_scored", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 2.355, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.2761, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "redact", "provisional_risk": 0.2761, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": 0.2390164603994288, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
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-{"event_id": "cm_evt_3", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "pseudo", "chosen_policy": "pseudo", "reason": "dcpg_scored", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 1.4855, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.345, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "pseudo", "provisional_risk": 0.345, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": 0.31143352300966054, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
-{"event_id": "cm_evt_3", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "redact", "chosen_policy": "redact", "reason": "dcpg_scored", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 0.9962, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.345, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "redact", "provisional_risk": 0.345, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": 0.31143352548854686, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
-{"event_id": "cm_evt_3", "patient_key": "cm_patient_000", "modality": "text", "policy_run": "adaptive", "chosen_policy": "adaptive", "reason": "dcpg_scored", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 2.2259, "leaks_after": 0, "policy_version": "v2", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "cm_patient_000_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.345, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "dcpg_standalone_v2", "rl_policy": "adaptive", "provisional_risk": 0.345, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": 0.3114335227342287, "threshold": 0.65, "trigger_reason": null, "counterfactual_risk": null, "old_version": 0, "new_version": 0}}, "scenario_group": "A"}
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+{"event_id": "cm_evt_0", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 129.86, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.9819, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9819, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_1", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 11.744, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 10.6825, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9717, "degree": 1, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9717, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 10.2318, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9727, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9727, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
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+{"event_id": "cm_evt_5", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "raw", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5573, "localized_remask_trigger": false, "latency_ms": 10.186, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9893, "degree": 3, "confidence": 0.2592}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9893, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
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+{"event_id": "cm_evt_7", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "raw", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6137, "localized_remask_trigger": false, "latency_ms": 8.9158, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.9925, "degree": 3, "confidence": 0.3297}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "pseudo", "provisional_risk": 0.9925, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_0", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "low risk", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 7.7505, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.9819, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9819, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_1", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 6.9037, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 7.2328, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9717, "degree": 1, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9717, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "weak", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 7.2217, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9727, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9727, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_4", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.527, "localized_remask_trigger": false, "latency_ms": 8.9522, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 5, "units_factor": 0.2212, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.377, "provisional_risk": 0.9877, "degree": 3, "confidence": 0.2212}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9877, "localized_remask": {"trigger": false, "risk": 0.377, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5573, "localized_remask_trigger": false, "latency_ms": 9.8033, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9893, "degree": 3, "confidence": 0.2592}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9893, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5862, "localized_remask_trigger": false, "latency_ms": 8.8413, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.991, "degree": 3, "confidence": 0.2953}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.991, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "weak", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6137, "localized_remask_trigger": false, "latency_ms": 9.1171, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.9925, "degree": 3, "confidence": 0.3297}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "pseudo", "provisional_risk": 0.9925, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_0", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 8.2321, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.9819, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9819, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_1", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 8.1838, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 8.3743, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9717, "degree": 1, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9717, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 8.5987, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9727, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9727, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_4", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.527, "localized_remask_trigger": false, "latency_ms": 11.2229, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 5, "units_factor": 0.2212, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.377, "provisional_risk": 0.9877, "degree": 3, "confidence": 0.2212}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9877, "localized_remask": {"trigger": false, "risk": 0.377, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5573, "localized_remask_trigger": false, "latency_ms": 11.2469, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9893, "degree": 3, "confidence": 0.2592}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9893, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5862, "localized_remask_trigger": false, "latency_ms": 11.0248, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.991, "degree": 3, "confidence": 0.2953}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.991, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6137, "localized_remask_trigger": false, "latency_ms": 12.2536, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.9925, "degree": 3, "confidence": 0.3297}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "pseudo", "provisional_risk": 0.9925, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
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+{"event_id": "cm_evt_1", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "pseudo", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 8.4938, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "pseudo", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 8.8021, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9717, "degree": 1, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9717, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "pseudo", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 8.7005, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9727, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9727, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_4", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "pseudo", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.527, "localized_remask_trigger": false, "latency_ms": 12.3318, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 5, "units_factor": 0.2212, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.377, "provisional_risk": 0.9877, "degree": 3, "confidence": 0.2212}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9877, "localized_remask": {"trigger": false, "risk": 0.377, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "pseudo", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5573, "localized_remask_trigger": false, "latency_ms": 12.4494, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9893, "degree": 3, "confidence": 0.2592}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9893, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "pseudo", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5862, "localized_remask_trigger": false, "latency_ms": 12.1306, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.991, "degree": 3, "confidence": 0.2953}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.991, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "pseudo", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6137, "localized_remask_trigger": false, "latency_ms": 12.1313, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.9925, "degree": 3, "confidence": 0.3297}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "pseudo", "provisional_risk": 0.9925, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_0", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "redact", "chosen_policy": "weak", "reason": "low risk", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 9.6163, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.9819, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9819, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_1", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "redact", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 8.8323, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "redact", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 9.2498, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9717, "degree": 1, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9717, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_001", "modality": "text", "policy_run": "redact", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 9.0361, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9727, "degree": 1, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9727, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_4", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.527, "localized_remask_trigger": false, "latency_ms": 12.367, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 5, "units_factor": 0.2212, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.377, "provisional_risk": 0.9877, "degree": 3, "confidence": 0.2212}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9877, "localized_remask": {"trigger": false, "risk": 0.377, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5573, "localized_remask_trigger": false, "latency_ms": 12.3459, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9893, "degree": 3, "confidence": 0.2592}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.9893, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5862, "localized_remask_trigger": false, "latency_ms": 12.43, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.991, "degree": 3, "confidence": 0.2953}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "synthetic", "provisional_risk": 0.991, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_001", "modality": "asr", "policy_run": "redact", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6137, "localized_remask_trigger": false, "latency_ms": 12.597, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.9925, "degree": 3, "confidence": 0.3297}, "cross_modal_matches": ["text"], "risk_source": "exposure_entropy_plus_cross_modal_similarity", "rl_policy": "pseudo", "provisional_risk": 0.9925, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "B"}
+{"event_id": "cm_evt_0", "patient_key": "cm_patient_002", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.239, "localized_remask_trigger": false, "latency_ms": 9.6565, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 1, "units_factor": 0.0488, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.239, "provisional_risk": 0.9819, "degree": 1, "confidence": 0.0488}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9819, "localized_remask": {"trigger": false, "risk": 0.239, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_1", "patient_key": "cm_patient_002", "modality": "text", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.2761, "localized_remask_trigger": false, "latency_ms": 9.6499, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": [], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 2, "units_factor": 0.0952, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.2761, "provisional_risk": 0.9739, "degree": 1, "confidence": 0.0952}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9739, "localized_remask": {"trigger": false, "risk": 0.2761, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_2", "patient_key": "cm_patient_002", "modality": "asr", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 0.1074, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9858, "degree": 3, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9858, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_002", "modality": "asr", "policy_run": "raw", "chosen_policy": "weak", "reason": "low risk", "risk": 0.345, "localized_remask_trigger": false, "latency_ms": 0.104, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 4, "units_factor": 0.1813, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.345, "provisional_risk": 0.9864, "degree": 3, "confidence": 0.1813}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9864, "localized_remask": {"trigger": false, "risk": 0.345, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_5", "patient_key": "cm_patient_002", "modality": "image_proxy", "policy_run": "raw", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4073, "localized_remask_trigger": false, "latency_ms": 0.1017, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9914, "degree": 4, "confidence": 0.2592}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9914, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_5", "patient_key": "cm_patient_002", "modality": "image_proxy", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4073, "localized_remask_trigger": false, "latency_ms": 0.0965, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9914, "degree": 4, "confidence": 0.2592}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9914, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_002", "modality": "text", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4362, "localized_remask_trigger": false, "latency_ms": 9.7158, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.9928, "degree": 4, "confidence": 0.2953}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9928, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_002", "modality": "asr", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4637, "localized_remask_trigger": false, "latency_ms": 0.1192, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.994, "degree": 4, "confidence": 0.3297}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.994, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_2", "patient_key": "cm_patient_002", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.3114, "localized_remask_trigger": false, "latency_ms": 0.1027, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 3, "units_factor": 0.1393, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.3114, "provisional_risk": 0.9858, "degree": 3, "confidence": 0.1393}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9858, "localized_remask": {"trigger": false, "risk": 0.3114, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_4", "patient_key": "cm_patient_002", "modality": "image_proxy", "policy_run": "synthetic", "chosen_policy": "weak", "reason": "low risk", "risk": 0.377, "localized_remask_trigger": false, "latency_ms": 0.0962, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 5, "units_factor": 0.2212, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.377, "provisional_risk": 0.9901, "degree": 4, "confidence": 0.2212}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "weak", "provisional_risk": 0.9901, "localized_remask": {"trigger": false, "risk": 0.377, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_002", "modality": "image_proxy", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4073, "localized_remask_trigger": false, "latency_ms": 0.0955, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9914, "degree": 4, "confidence": 0.2592}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9914, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_002", "modality": "text", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4362, "localized_remask_trigger": false, "latency_ms": 10.0606, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.9928, "degree": 4, "confidence": 0.2953}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9928, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_002", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4637, "localized_remask_trigger": false, "latency_ms": 0.1172, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.994, "degree": 4, "confidence": 0.3297}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.994, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_6", "patient_key": "cm_patient_002", "modality": "text", "policy_run": "pseudo", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4362, "localized_remask_trigger": false, "latency_ms": 9.806, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 7, "units_factor": 0.2953, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4362, "provisional_risk": 0.9928, "degree": 4, "confidence": 0.2953}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9928, "localized_remask": {"trigger": false, "risk": 0.4362, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "C"}
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+{"event_id": "cm_evt_12", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "raw", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.782, "localized_remask_trigger": false, "latency_ms": 8.0737, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 26, "units_factor": 0.7275, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.782, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7275}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.782, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_13", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "raw", "chosen_policy": "redact", "reason": "high risk", "risk": 0.8027, "localized_remask_trigger": false, "latency_ms": 8.2466, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 28, "units_factor": 0.7534, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.8027, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7534}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "redact", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.8027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_5", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "weak", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.561, "localized_remask_trigger": false, "latency_ms": 9.4414, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 12, "units_factor": 0.4512, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.561, "provisional_risk": 0.9959, "degree": 2, "confidence": 0.4512}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9959, "localized_remask": {"trigger": false, "risk": 0.561, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "weak", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6027, "localized_remask_trigger": false, "latency_ms": 8.956, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 14, "units_factor": 0.5034, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.6027, "provisional_risk": 0.9975, "degree": 2, "confidence": 0.5034}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9975, "localized_remask": {"trigger": false, "risk": 0.6027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_8", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "weak", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6747, "localized_remask_trigger": false, "latency_ms": 8.84, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 18, "units_factor": 0.5934, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.6747, "provisional_risk": 0.9991, "degree": 2, "confidence": 0.5934}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9991, "localized_remask": {"trigger": false, "risk": 0.6747, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_9", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "weak", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.7057, "localized_remask_trigger": true, "latency_ms": 10.1387, "leaks_after": 0, "policy_version": "v1", "trigger_reason": "threshold_crossing", "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 20, "units_factor": 0.6321, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.7057, "provisional_risk": 0.9995, "degree": 2, "confidence": 0.6321}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9995, "localized_remask": {"trigger": true, "risk": 0.7057, "risk_before": null, "threshold": 0.68, "trigger_reason": "threshold_crossing", "counterfactual_risk": null, "old_version": 0, "new_version": 1}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_11", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "synthetic", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.759, "localized_remask_trigger": false, "latency_ms": 11.822, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 24, "units_factor": 0.6988, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.759, "provisional_risk": 0.9998, "degree": 2, "confidence": 0.6988}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9998, "localized_remask": {"trigger": false, "risk": 0.759, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_12", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "synthetic", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.782, "localized_remask_trigger": false, "latency_ms": 12.0041, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 26, "units_factor": 0.7275, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.782, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7275}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.782, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_13", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "synthetic", "chosen_policy": "redact", "reason": "high risk", "risk": 0.8027, "localized_remask_trigger": false, "latency_ms": 11.9006, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 28, "units_factor": 0.7534, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.8027, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7534}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "redact", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.8027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_12", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "pseudo", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.782, "localized_remask_trigger": false, "latency_ms": 11.4265, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 26, "units_factor": 0.7275, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.782, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7275}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.782, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_13", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "pseudo", "chosen_policy": "redact", "reason": "high risk", "risk": 0.8027, "localized_remask_trigger": false, "latency_ms": 12.6044, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V1", "link_modalities": ["asr_link"], "pseudonym_version": 1}, "decision_blob": {"risk_components": {"effective_units": 28, "units_factor": 0.7534, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.8027, "provisional_risk": 0.9999, "degree": 2, "confidence": 0.7534}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "redact", "provisional_risk": 0.9999, "localized_remask": {"trigger": false, "risk": 0.8027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_2", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4073, "localized_remask_trigger": false, "latency_ms": 12.8721, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 6, "units_factor": 0.2592, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4073, "provisional_risk": 0.9857, "degree": 2, "confidence": 0.2592}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9857, "localized_remask": {"trigger": false, "risk": 0.4073, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_3", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4637, "localized_remask_trigger": false, "latency_ms": 12.6815, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.99, "degree": 2, "confidence": 0.3297}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.99, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_4", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5148, "localized_remask_trigger": false, "latency_ms": 12.8605, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 10, "units_factor": 0.3935, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.5148, "provisional_risk": 0.9935, "degree": 2, "confidence": 0.3935}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9935, "localized_remask": {"trigger": false, "risk": 0.5148, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_5", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.561, "localized_remask_trigger": false, "latency_ms": 12.9585, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 12, "units_factor": 0.4512, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.561, "provisional_risk": 0.9959, "degree": 2, "confidence": 0.4512}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9959, "localized_remask": {"trigger": false, "risk": 0.561, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_6", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6027, "localized_remask_trigger": false, "latency_ms": 13.1941, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 14, "units_factor": 0.5034, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.6027, "provisional_risk": 0.9975, "degree": 2, "confidence": 0.5034}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9975, "localized_remask": {"trigger": false, "risk": 0.6027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_003", "modality": "text", "policy_run": "redact", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6405, "localized_remask_trigger": false, "latency_ms": 13.2303, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 16, "units_factor": 0.5507, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.6405, "provisional_risk": 0.9985, "degree": 2, "confidence": 0.5507}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9985, "localized_remask": {"trigger": false, "risk": 0.6405, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "D"}
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+{"event_id": "cm_evt_9", "patient_key": "cm_patient_004", "modality": "asr", "policy_run": "synthetic", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.561, "localized_remask_trigger": false, "latency_ms": 7.897, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 12, "units_factor": 0.4512, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.561, "provisional_risk": 0.9975, "degree": 4, "confidence": 0.4512}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9975, "localized_remask": {"trigger": false, "risk": 0.561, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
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+{"event_id": "cm_evt_6", "patient_key": "cm_patient_004", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4637, "localized_remask_trigger": false, "latency_ms": 7.571, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 8, "units_factor": 0.3297, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4637, "provisional_risk": 0.994, "degree": 4, "confidence": 0.3297}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.994, "localized_remask": {"trigger": false, "risk": 0.4637, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
+{"event_id": "cm_evt_7", "patient_key": "cm_patient_004", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.4899, "localized_remask_trigger": false, "latency_ms": 7.3916, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 9, "units_factor": 0.3624, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.4899, "provisional_risk": 0.9951, "degree": 4, "confidence": 0.3624}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9951, "localized_remask": {"trigger": false, "risk": 0.4899, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
+{"event_id": "cm_evt_8", "patient_key": "cm_patient_004", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5148, "localized_remask_trigger": false, "latency_ms": 7.4944, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 10, "units_factor": 0.3935, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.5148, "provisional_risk": 0.9961, "degree": 4, "confidence": 0.3935}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9961, "localized_remask": {"trigger": false, "risk": 0.5148, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
+{"event_id": "cm_evt_9", "patient_key": "cm_patient_004", "modality": "asr", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.561, "localized_remask_trigger": false, "latency_ms": 7.8149, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 12, "units_factor": 0.4512, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.561, "provisional_risk": 0.9975, "degree": 4, "confidence": 0.4512}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9975, "localized_remask": {"trigger": false, "risk": 0.561, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
+{"event_id": "cm_evt_10", "patient_key": "cm_patient_004", "modality": "text", "policy_run": "redact", "chosen_policy": "synthetic", "reason": "medium-low risk: synthetic PHI replacement", "risk": 0.5824, "localized_remask_trigger": false, "latency_ms": 8.0923, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 13, "units_factor": 0.478, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.5824, "provisional_risk": 0.9981, "degree": 4, "confidence": 0.478}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "synthetic", "provisional_risk": 0.9981, "localized_remask": {"trigger": false, "risk": 0.5824, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}
+{"event_id": "cm_evt_11", "patient_key": "cm_patient_004", "modality": "text", "policy_run": "redact", "chosen_policy": "pseudo", "reason": "medium-high risk: pseudonymization", "risk": 0.6027, "localized_remask_trigger": false, "latency_ms": 8.782, "leaks_after": 0, "policy_version": "v1", "trigger_reason": null, "counterfactual_risk": null, "extra": {"patient_token": "PATIENT_0_V0", "link_modalities": ["asr_link"], "pseudonym_version": 0}, "decision_blob": {"risk_components": {"effective_units": 14, "units_factor": 0.5034, "recency_factor": 1.0, "link_bonus": 0.0, "risk": 0.6027, "provisional_risk": 0.9985, "degree": 4, "confidence": 0.5034}, "cross_modal_matches": [], "risk_source": "exposure_entropy_plus_link_bonus", "rl_policy": "pseudo", "provisional_risk": 0.9985, "localized_remask": {"trigger": false, "risk": 0.6027, "risk_before": null, "threshold": 0.68, "trigger_reason": null, "counterfactual_risk": null, "old_version": null, "new_version": null}}, "scenario_group": "E"}