patient_id
stringlengths
8
8
input
dict
plan
listlengths
0
10
trace
unknown
estimated_residual_risk
float64
0
0.2
total_cost
float64
0
1.1
status
stringclasses
2 values
P-000300
{ "risk_score": 0.2426, "retok_prob": 0.7774, "active_modalities": [ "audio", "ehr", "text" ], "budget": 1.39 }
[ { "action": "mask_direct_id", "priority": 5.5604, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.1774, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 2.2948, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 5.5604, "generalize_dob": 3.1774, "retokenize_text": 2.294...
0
0.17
plan_ready
P-000301
{ "risk_score": 0.5468, "retok_prob": 0.3508, "active_modalities": [ "ehr", "image" ], "budget": 0.63 }
[ { "action": "mask_direct_id", "priority": 9.2224, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.2699, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.2937, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 9.2224, "generalize_dob": 5.2699, "suppress_geo": 3.2937 } }
0
0.12
plan_ready
P-000302
{ "risk_score": 0.4157, "retok_prob": 0.2121, "active_modalities": [ "text" ], "budget": 1.13 }
[ { "action": "mask_direct_id", "priority": 10.7047, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.117, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.8231, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.7047, "generalize_dob": 6.117, "suppress_geo": 3.8231 } }
0
0.12
plan_ready
P-000303
{ "risk_score": 0.9088, "retok_prob": 0.6742, "active_modalities": [ "text", "ehr", "image" ], "budget": 0.85 }
[ { "action": "mask_direct_id", "priority": 11.989, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.8509, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 4.9478, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_face",...
0
0.41
plan_ready
P-000304
{ "risk_score": 0.2606, "retok_prob": 0.2519, "active_modalities": [ "ehr", "text", "audio" ], "budget": 0.79 }
[ { "action": "mask_direct_id", "priority": 8.2921, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.7383, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.9615, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 8.2921, "generalize_dob": 4.7383, "suppress_geo": 2.9615 } }
0
0.12
plan_ready
P-000305
{ "risk_score": 0.9725, "retok_prob": 0.7908, "active_modalities": [ "audio", "text", "image", "ehr" ], "budget": 0.5 }
[ { "action": "mask_direct_id", "priority": 12.6276, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.2158, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 5.1525, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo...
0
0.66
plan_ready
P-000306
{ "risk_score": 0.2493, "retok_prob": 0.0521, "active_modalities": [ "audio", "text" ], "budget": 1.26 }
[ { "action": "mask_direct_id", "priority": 7.9319, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.5325, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.8328, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.9319, "generalize_dob": 4.5325, "suppress_geo": 2.832799999999...
0
0.12
plan_ready
P-000307
{ "risk_score": 0.9851, "retok_prob": 0.2976, "active_modalities": [ "text" ], "budget": 0.57 }
[ { "action": "mask_direct_id", "priority": 12.4549, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.1171, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.4482, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.57
plan_ready
P-000308
{ "risk_score": 0.1754, "retok_prob": 0.3027, "active_modalities": [ "text", "ehr", "image" ], "budget": 1.15 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1754
0
below_threshold
P-000309
{ "risk_score": 0.879, "retok_prob": 0.9797, "active_modalities": [ "image" ], "budget": 0.62 }
[ { "action": "mask_direct_id", "priority": 11.7983, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 2.8091, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 2.9496, "cost...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag", "redact_image_face" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 11.7983, "redact_image_face": 2.8091, "redact_imag...
0.189
0.25
plan_ready
P-000310
{ "risk_score": 0.0644, "retok_prob": 0.1348, "active_modalities": [ "ehr", "audio" ], "budget": 0.52 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.0644
0
below_threshold
P-000311
{ "risk_score": 0.1632, "retok_prob": 0.4874, "active_modalities": [ "ehr", "text" ], "budget": 0.6 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1632
0
below_threshold
P-000312
{ "risk_score": 0.5207, "retok_prob": 0.1124, "active_modalities": [ "ehr", "text", "image" ], "budget": 1.47 }
[ { "action": "mask_direct_id", "priority": 8.9733, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.1276, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.2048, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 8.9733, "generalize_dob": 5.1276, "suppress_geo": 3.2048 } }
0
0.12
plan_ready
P-000313
{ "risk_score": 0.7114, "retok_prob": 0.0152, "active_modalities": [ "text", "ehr", "audio" ], "budget": 0.96 }
[ { "action": "mask_direct_id", "priority": 10.6167, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.0667, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7917, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.6167, "generalize_dob": 6.0667, "suppress_geo": 3.7917 } }
0.1414
0.12
plan_ready
P-000314
{ "risk_score": 0.6969, "retok_prob": 0.6531, "active_modalities": [ "audio", "ehr", "image" ], "budget": 1.48 }
[ { "action": "mask_direct_id", "priority": 10.7145, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.0025, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7516, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.7145, "generalize_dob": 6.0025, "suppress_geo": 3.7516 } }
0.1269
0.12
plan_ready
P-000315
{ "risk_score": 0.444, "retok_prob": 0.9729, "active_modalities": [ "ehr", "image", "text", "audio" ], "budget": 0.66 }
[ { "action": "mask_direct_id", "priority": 8.1857, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.6775, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.3782, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 8.1857, "generalize_dob": 4.6775, "retokenize_text": 3.378...
0
0.17
plan_ready
P-000316
{ "risk_score": 0.9816, "retok_prob": 0.8256, "active_modalities": [ "text" ], "budget": 1.33 }
[ { "action": "mask_direct_id", "priority": 12.4342, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.1052, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 5.1316, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo...
0
0.66
plan_ready
P-000317
{ "risk_score": 0.904, "retok_prob": 0.0495, "active_modalities": [ "ehr", "audio", "image" ], "budget": 0.9 }
[ { "action": "mask_direct_id", "priority": 11.9586, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.8335, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.2709, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdow...
0
0.32
plan_ready
P-000318
{ "risk_score": 0.4924, "retok_prob": 0.3424, "active_modalities": [ "image", "audio", "ehr", "text" ], "budget": 1.18 }
[ { "action": "mask_direct_id", "priority": 10.7792, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.1596, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.8497, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.7792, "generalize_dob": 6.1596, "suppress_geo": 3.8497 } }
0
0.12
plan_ready
P-000319
{ "risk_score": 0.5605, "retok_prob": 0.2233, "active_modalities": [ "audio", "image", "ehr" ], "budget": 0.97 }
[ { "action": "mask_direct_id", "priority": 8.4146, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.3426, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.3391, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 8.4146, "generalize_dob": 5.3426, "suppress_geo": 3.3391 } }
0
0.12
plan_ready
P-000320
{ "risk_score": 0.547, "retok_prob": 0.5239, "active_modalities": [ "audio", "text" ], "budget": 1.14 }
[ { "action": "mask_direct_id", "priority": 13.4674, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.6956, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.8098, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 13.4674, "generalize_dob": 7.6956, "suppress_geo": 4.8098 } }
0
0.12
plan_ready
P-000321
{ "risk_score": 0.8544, "retok_prob": 0.6521, "active_modalities": [ "audio" ], "budget": 0.82 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 1.9949, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice", "anon_audio_content", "federated_noise" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "k_anon_table" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "ma...
0
1.07
plan_ready
P-000322
{ "risk_score": 0.8187, "retok_prob": 0.123, "active_modalities": [ "audio", "image" ], "budget": 0.51 }
[ { "action": "mask_direct_id", "priority": 11.3958, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 0.01, "cost": ...
{ "selected_actions": [ "mask_direct_id", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "redact_image_face", "strip_audio_voice", "cross_modal_unlink" ], "score_breakdown": { "mask_direct_id": 11...
0
0.5
plan_ready
P-000323
{ "risk_score": 0.4756, "retok_prob": 0.088, "active_modalities": [ "audio", "image", "text", "ehr" ], "budget": 1.1 }
[ { "action": "mask_direct_id", "priority": 9.8843, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.8691, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.0432, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 9.8843, "generalize_dob": 4.8691, "suppress_geo": 3.0432 } }
0
0.12
plan_ready
P-000324
{ "risk_score": 0.6706, "retok_prob": 0.6227, "active_modalities": [ "ehr", "image", "text" ], "budget": 1.01 }
[ { "action": "mask_direct_id", "priority": 12.1493, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.9425, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 4.5728, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 12.1493, "generalize_dob": 6.9425, "retokenize_text": 4.57...
0.0906
0.17
plan_ready
P-000325
{ "risk_score": 0.9119, "retok_prob": 0.2556, "active_modalities": [ "ehr", "text", "image" ], "budget": 1.34 }
[ { "action": "mask_direct_id", "priority": 12.0086, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.5482, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.7176, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_f...
0
0.65
plan_ready
P-000326
{ "risk_score": 0.3993, "retok_prob": 0.0439, "active_modalities": [ "ehr", "image", "text", "audio" ], "budget": 1.47 }
[ { "action": "mask_direct_id", "priority": 7.6821, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.3898, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.7436, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.6821, "generalize_dob": 4.3898, "suppress_geo": 2.7436 } }
0
0.12
plan_ready
P-000327
{ "risk_score": 0.1717, "retok_prob": 0.6186, "active_modalities": [ "text", "audio", "ehr" ], "budget": 0.76 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1717
0
below_threshold
P-000328
{ "risk_score": 0.8972, "retok_prob": 0.757, "active_modalities": [ "text" ], "budget": 1.05 }
[ { "action": "mask_direct_id", "priority": 11.9154, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.8088, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 4.9175, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo...
0
0.66
plan_ready
P-000329
{ "risk_score": 0.4844, "retok_prob": 0.8396, "active_modalities": [ "ehr", "text", "audio", "image" ], "budget": 0.84 }
[ { "action": "mask_direct_id", "priority": 8.6116, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.5448, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.0905, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 8.6116, "generalize_dob": 6.5448, "suppress_geo": 4.0905 } }
0
0.12
plan_ready
P-000330
{ "risk_score": 0.3263, "retok_prob": 0.3302, "active_modalities": [ "ehr", "text", "audio", "image" ], "budget": 1.33 }
[ { "action": "mask_direct_id", "priority": 7.7888, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.4507, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.7817, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.7888, "generalize_dob": 4.4507, "suppress_geo": 2.7817 } }
0
0.12
plan_ready
P-000331
{ "risk_score": 0.8246, "retok_prob": 0.1998, "active_modalities": [ "ehr", "text", "image" ], "budget": 1.33 }
[ { "action": "mask_direct_id", "priority": 14.1809, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 8.1034, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 5.0646, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.57
plan_ready
P-000332
{ "risk_score": 0.9733, "retok_prob": 0.1861, "active_modalities": [ "audio", "text", "image" ], "budget": 0.82 }
[ { "action": "mask_direct_id", "priority": 13.3756, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.6432, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.777, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_f...
0
0.65
plan_ready
P-000333
{ "risk_score": 0.6902, "retok_prob": 0.3068, "active_modalities": [ "ehr", "image" ], "budget": 1.34 }
[ { "action": "mask_direct_id", "priority": 12.3332, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.6142, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.5089, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 12.3332, "generalize_dob": 5.6142, "suppress_geo": 3.5089 } }
0.1202
0.12
plan_ready
P-000334
{ "risk_score": 0.4014, "retok_prob": 0.4642, "active_modalities": [ "image", "ehr", "audio", "text" ], "budget": 0.9 }
[ { "action": "mask_direct_id", "priority": 7.7066, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.4038, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.7524, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.7066, "generalize_dob": 4.4038, "suppress_geo": 2.7524 } }
0
0.12
plan_ready
P-000335
{ "risk_score": 0.9443, "retok_prob": 0.8234, "active_modalities": [ "audio" ], "budget": 0.64 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 2.0931, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice", "anon_audio_content" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "federated_noise" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "...
0
0.87
plan_ready
P-000336
{ "risk_score": 0.2385, "retok_prob": 0.2094, "active_modalities": [ "ehr", "audio", "image", "text" ], "budget": 1.37 }
[ { "action": "mask_direct_id", "priority": 7.6934, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.831, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.3944, "cost": 0.04,...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.6934000000000005, "generalize_dob": 3.831, "suppress_geo": 2.3...
0
0.12
plan_ready
P-000337
{ "risk_score": 0.2194, "retok_prob": 0.9224, "active_modalities": [ "ehr", "text" ], "budget": 1.14 }
[ { "action": "mask_direct_id", "priority": 4.9244, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 2.962, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 2.094, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 4.9244, "generalize_dob": 2.9619999999999997, "retokenize_...
0
0.17
plan_ready
P-000338
{ "risk_score": 0.838, "retok_prob": 0.1458, "active_modalities": [ "text", "image" ], "budget": 0.5 }
[ { "action": "mask_direct_id", "priority": 11.5271, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.5869, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.1168, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdow...
0
0.32
plan_ready
P-000339
{ "risk_score": 0.4398, "retok_prob": 0.6589, "active_modalities": [ "ehr", "audio", "image" ], "budget": 0.57 }
[ { "action": "mask_direct_id", "priority": 7.8143, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.0002, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7502, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.8143, "generalize_dob": 6.0002, "suppress_geo": 3.7502 } }
0
0.12
plan_ready
P-000340
{ "risk_score": 0.5971, "retok_prob": 0.3187, "active_modalities": [ "audio", "image" ], "budget": 0.76 }
[ { "action": "mask_direct_id", "priority": 13.1629, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 3.2907, "cost":...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 13.1629, "redact_image_face": 0.01, "redact_imag...
0
0.25
plan_ready
P-000341
{ "risk_score": 0.9713, "retok_prob": 0.3915, "active_modalities": [ "audio" ], "budget": 0.82 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 2.1211, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice", "anon_audio_content", "federated_noise" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "k_anon_table" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "ma...
0
1.07
plan_ready
P-000342
{ "risk_score": 0.26, "retok_prob": 0.5457, "active_modalities": [ "image" ], "budget": 0.91 }
[ { "action": "mask_direct_id", "priority": 5.8304, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 1.4576, "cost": ...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 5.8304, "redact_image_face": 0.01, "redact_image...
0
0.25
plan_ready
P-000343
{ "risk_score": 0.4541, "retok_prob": 0.6789, "active_modalities": [ "text" ], "budget": 1.31 }
[ { "action": "mask_direct_id", "priority": 12.0272, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.8727, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.2954, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 12.0272, "generalize_dob": 6.8727, "suppress_geo": 4.2954 } }
0
0.12
plan_ready
P-000344
{ "risk_score": 0.9864, "retok_prob": 0.9394, "active_modalities": [ "audio" ], "budget": 0.94 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 2.8842, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice", "anon_audio_content", "federated_noise" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "k_anon_table" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "ma...
0
1.07
plan_ready
P-000345
{ "risk_score": 0.886, "retok_prob": 0.913, "active_modalities": [ "ehr", "image" ], "budget": 1.35 }
[ { "action": "mask_direct_id", "priority": 11.8436, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.7678, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.2298, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdow...
0
0.32
plan_ready
P-000346
{ "risk_score": 0.1331, "retok_prob": 0.1397, "active_modalities": [ "image", "audio", "ehr" ], "budget": 0.44 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1331
0
below_threshold
P-000347
{ "risk_score": 0.6671, "retok_prob": 0.0501, "active_modalities": [ "audio", "image", "ehr" ], "budget": 0.67 }
[ { "action": "mask_direct_id", "priority": 13.8616, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.9872, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 13.8616, ...
0
0.28
plan_ready
P-000348
{ "risk_score": 0.5756, "retok_prob": 0.0957, "active_modalities": [ "image" ], "budget": 1.06 }
[ { "action": "mask_direct_id", "priority": 9.4872, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 2.3718, "cost": ...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 9.4872, "redact_image_face": 0.01, "redact_image...
0
0.25
plan_ready
P-000349
{ "risk_score": 0.0817, "retok_prob": 0.5134, "active_modalities": [ "ehr" ], "budget": 1.11 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.0817
0
below_threshold
P-000350
{ "risk_score": 0.3817, "retok_prob": 0.3747, "active_modalities": [ "audio", "text" ], "budget": 1.13 }
[ { "action": "mask_direct_id", "priority": 7.4735, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.2705, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.6691, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.4735, "generalize_dob": 4.2705, "suppress_geo": 2.669100000000...
0
0.12
plan_ready
P-000351
{ "risk_score": 0.8366, "retok_prob": 0.3034, "active_modalities": [ "text", "ehr", "audio" ], "budget": 0.53 }
[ { "action": "mask_direct_id", "priority": 11.5177, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.5815, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.1135, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.57
plan_ready
P-000352
{ "risk_score": 0.2042, "retok_prob": 0.5355, "active_modalities": [ "audio", "text", "image" ], "budget": 0.84 }
[ { "action": "mask_direct_id", "priority": 6.9445, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.9683, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.4802, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 6.9445, "generalize_dob": 3.9683, "suppress_geo": 2.4802 } }
0
0.12
plan_ready
P-000353
{ "risk_score": 0.8872, "retok_prob": 0.0151, "active_modalities": [ "ehr" ], "budget": 1.27 }
[ { "action": "generalize_dob", "priority": 6.7722, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.2326, "cost": 0.04, "risk_delta": 0.1, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12...
{ "selected_actions": [ "generalize_dob", "suppress_geo", "cross_modal_unlink", "drop_rare_code", "audit_log_purge", "k_anon_table" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "federated_noise" ], "topo_order": [ "generalize_dob...
0
1.1
plan_ready
P-000354
{ "risk_score": 0.2483, "retok_prob": 0.7437, "active_modalities": [ "image" ], "budget": 0.57 }
[ { "action": "mask_direct_id", "priority": 4.633, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 1.1583, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 4.633, "redact_image_face": 0.01, "redact_image_...
0
0.25
plan_ready
P-000355
{ "risk_score": 0.4197, "retok_prob": 0.5181, "active_modalities": [ "text", "ehr", "audio" ], "budget": 0.66 }
[ { "action": "mask_direct_id", "priority": 7.9164, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.5237, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.8273, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.9164, "generalize_dob": 4.5237, "suppress_geo": 2.8273 } }
0
0.12
plan_ready
P-000356
{ "risk_score": 0.1084, "retok_prob": 0.2458, "active_modalities": [ "text", "ehr", "audio" ], "budget": 1.08 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1084
0
below_threshold
P-000357
{ "risk_score": 0.4841, "retok_prob": 0.9208, "active_modalities": [ "audio" ], "budget": 1.43 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 0.01, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0.0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "federated_noise" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "cross_modal_unlink", "...
0
0.77
plan_ready
P-000358
{ "risk_score": 0.4327, "retok_prob": 0.088, "active_modalities": [ "image", "audio" ], "budget": 0.96 }
[ { "action": "mask_direct_id", "priority": 10.964, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 2.741, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 10.964, "redact_image_face": 0.01, "redact_image...
0
0.25
plan_ready
P-000359
{ "risk_score": 0.2415, "retok_prob": 0.9249, "active_modalities": [ "text", "ehr", "image" ], "budget": 0.44 }
[ { "action": "mask_direct_id", "priority": 5.543, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.1674, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 2.2876, "cost": 0....
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 5.543, "generalize_dob": 3.1674, "retokenize_text": 2.2876...
0
0.17
plan_ready
P-000360
{ "risk_score": 0.1089, "retok_prob": 0.8666, "active_modalities": [ "audio" ], "budget": 1.27 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1089
0
below_threshold
P-000361
{ "risk_score": 0.3782, "retok_prob": 0.1622, "active_modalities": [ "ehr", "text", "image", "audio" ], "budget": 1.4 }
[ { "action": "mask_direct_id", "priority": 7.4312, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.2464, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.654, "cost": 0.04,...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.4312000000000005, "generalize_dob": 4.2464, "suppress_geo": 2....
0
0.12
plan_ready
P-000362
{ "risk_score": 0.4592, "retok_prob": 0.8252, "active_modalities": [ "text", "ehr", "image" ], "budget": 1.23 }
[ { "action": "mask_direct_id", "priority": 8.349, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.7727, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.6079, "cost": 0.04,...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 8.349, "generalize_dob": 5.7727, "suppress_geo": 3.6079 } }
0
0.12
plan_ready
P-000363
{ "risk_score": 0.8749, "retok_prob": 0.575, "active_modalities": [ "ehr" ], "budget": 1.13 }
[ { "action": "generalize_dob", "priority": 8.3411, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 5.2132, "cost": 0.04, "risk_delta": 0.1, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12...
{ "selected_actions": [ "generalize_dob", "suppress_geo", "cross_modal_unlink", "drop_rare_code", "audit_log_purge", "k_anon_table" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "federated_noise" ], "topo_order": [ "generalize_dob...
0
1.1
plan_ready
P-000364
{ "risk_score": 0.7775, "retok_prob": 0.3426, "active_modalities": [ "ehr", "text", "audio", "image" ], "budget": 1.13 }
[ { "action": "mask_direct_id", "priority": 11.1068, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.3467, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.9667, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdow...
0
0.32
plan_ready
P-000365
{ "risk_score": 0.9439, "retok_prob": 0.8782, "active_modalities": [ "ehr", "image", "audio", "text" ], "budget": 0.56 }
[ { "action": "mask_direct_id", "priority": 13.1837, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.2545, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 5.1231, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_face",...
0
0.41
plan_ready
P-000366
{ "risk_score": 0.9829, "retok_prob": 0.1873, "active_modalities": [ "ehr", "audio", "text", "image" ], "budget": 0.64 }
[ { "action": "mask_direct_id", "priority": 12.8151, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.3229, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.5768, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.57
plan_ready
P-000367
{ "risk_score": 0.3805, "retok_prob": 0.8159, "active_modalities": [ "audio", "image", "ehr", "text" ], "budget": 1.34 }
[ { "action": "mask_direct_id", "priority": 7.2352, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.2623, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.0392, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 7.2352, "generalize_dob": 4.2623, "retokenize_text": 3.039...
0
0.17
plan_ready
P-000368
{ "risk_score": 0.5813, "retok_prob": 0.6572, "active_modalities": [ "text", "audio", "image" ], "budget": 0.55 }
[ { "action": "mask_direct_id", "priority": 9.5385, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.4506, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.9365, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 9.538499999999999, "generalize_dob": 5.4506, "retokenize_t...
0.0013
0.17
plan_ready
P-000369
{ "risk_score": 0.3613, "retok_prob": 0.2663, "active_modalities": [ "audio", "image", "ehr" ], "budget": 1.43 }
[ { "action": "mask_direct_id", "priority": 9.1017, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.1278, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.5798, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 9.1017, "generalize_dob": 4.1278, "suppress_geo": 2.5798 } }
0
0.12
plan_ready
P-000370
{ "risk_score": 0.7001, "retok_prob": 0.018, "active_modalities": [ "ehr" ], "budget": 0.89 }
[ { "action": "generalize_dob", "priority": 6.0168, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7605, "cost": 0.04, "risk_delta": 0.1, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12...
{ "selected_actions": [ "generalize_dob", "suppress_geo", "cross_modal_unlink", "drop_rare_code" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id" ], "topo_order": [ "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.63
plan_ready
P-000371
{ "risk_score": 0.8876, "retok_prob": 0.7289, "active_modalities": [ "text", "image", "audio", "ehr" ], "budget": 0.41 }
[ { "action": "mask_direct_id", "priority": 11.8539, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.7736, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 4.8921, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text", "suppress_geo", "redact_image_face",...
0
0.41
plan_ready
P-000372
{ "risk_score": 0.9878, "retok_prob": 0.1736, "active_modalities": [ "image", "ehr", "text" ], "budget": 0.86 }
[ { "action": "mask_direct_id", "priority": 12.4708, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.1262, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.4539, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag", "redact_image_face" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdown"...
0.0778
0.32
plan_ready
P-000373
{ "risk_score": 0.6859, "retok_prob": 0.3805, "active_modalities": [ "audio", "image", "text" ], "budget": 1.32 }
[ { "action": "mask_direct_id", "priority": 12.1891, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.9531, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7207, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 12.1891, "generalize_dob": 5.9531, "suppress_geo": 3.7207 } }
0.1159
0.12
plan_ready
P-000374
{ "risk_score": 0.2387, "retok_prob": 0.8074, "active_modalities": [ "image" ], "budget": 0.74 }
[ { "action": "mask_direct_id", "priority": 5.4985, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 1.3746, "cost": ...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 5.4985, "redact_image_face": 0.01, "redact_image...
0
0.25
plan_ready
P-000375
{ "risk_score": 0.6905, "retok_prob": 0.9076, "active_modalities": [ "ehr", "image", "text" ], "budget": 0.7 }
[ { "action": "mask_direct_id", "priority": 10.4543, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.9739, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 4.3145, "cost": ...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 10.4543, "generalize_dob": 5.9739, "retokenize_text": 4.31...
0.1105
0.17
plan_ready
P-000376
{ "risk_score": 0.9224, "retok_prob": 0.4031, "active_modalities": [ "audio", "image", "ehr" ], "budget": 0.82 }
[ { "action": "mask_direct_id", "priority": 11.3499, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.8996, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.3123, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag", "redact_image_face" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdown"...
0.0124
0.32
plan_ready
P-000377
{ "risk_score": 0.4732, "retok_prob": 0.8371, "active_modalities": [ "audio", "text" ], "budget": 0.57 }
[ { "action": "mask_direct_id", "priority": 8.4961, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.8549, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.5063, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 8.4961, "generalize_dob": 4.8549, "retokenize_text": 3.506...
0
0.17
plan_ready
P-000378
{ "risk_score": 0.5752, "retok_prob": 0.6706, "active_modalities": [ "audio" ], "budget": 0.83 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 1.6258, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "federated_noise" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "cross_modal_unlink", "...
0
0.77
plan_ready
P-000379
{ "risk_score": 0.4218, "retok_prob": 0.811, "active_modalities": [ "audio" ], "budget": 0.89 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 0.01, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0.0...
{ "selected_actions": [ "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "cross_modal_unlink" ], "score_breakdown": { "redact_image_face":...
0
0.5
plan_ready
P-000380
{ "risk_score": 0.7062, "retok_prob": 0.3056, "active_modalities": [ "audio", "text", "ehr" ], "budget": 1.36 }
[ { "action": "mask_direct_id", "priority": 10.5766, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.0438, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.7774, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.5766, "generalize_dob": 6.0438, "suppress_geo": 3.7774 } }
0.1362
0.12
plan_ready
P-000381
{ "risk_score": 0.7191, "retok_prob": 0.93, "active_modalities": [ "image", "audio" ], "budget": 1.1 }
[ { "action": "mask_direct_id", "priority": 10.6755, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 2.5418, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 2.6689, "cost...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag", "redact_image_face" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 10.6755, "redact_image_face": 2.5418000000000003, ...
0.0291
0.25
plan_ready
P-000382
{ "risk_score": 0.4208, "retok_prob": 0.9404, "active_modalities": [ "ehr", "image", "audio" ], "budget": 1.29 }
[ { "action": "mask_direct_id", "priority": 7.9288, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 4.2136, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.6335, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 7.9288, "generalize_dob": 4.2136, "suppress_geo": 2.6335 } }
0
0.12
plan_ready
P-000383
{ "risk_score": 0.5399, "retok_prob": 0.6694, "active_modalities": [ "image", "text", "ehr" ], "budget": 1.15 }
[ { "action": "mask_direct_id", "priority": 9.1574, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.2328, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.4595, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 9.1574, "generalize_dob": 5.2328, "retokenize_text": 3.459...
0
0.17
plan_ready
P-000384
{ "risk_score": 0.2714, "retok_prob": 0.4326, "active_modalities": [ "audio", "ehr" ], "budget": 1.27 }
[ { "action": "generalize_dob", "priority": 4.3555, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.7222, "cost": 0.04, "risk_delta": 0.1, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12...
{ "selected_actions": [ "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice", "mask_direct_id" ], "topo_order": [ "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_voice", "mask_direc...
0
0.57
plan_ready
P-000385
{ "risk_score": 0.7589, "retok_prob": 0.5006, "active_modalities": [ "text", "audio", "image" ], "budget": 1.37 }
[ { "action": "mask_direct_id", "priority": 14.1542, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 8.0881, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 5.0551, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 14.1542, "generalize_dob": 8.0881, "suppress_geo": 5.0551 } }
0.1889
0.12
plan_ready
P-000386
{ "risk_score": 0.3086, "retok_prob": 0.0673, "active_modalities": [ "image", "text", "ehr" ], "budget": 0.5 }
[ { "action": "mask_direct_id", "priority": 6.5334, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.7334, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 2.3334, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 6.5334, "generalize_dob": 3.7334, "suppress_geo": 2.3334 } }
0
0.12
plan_ready
P-000387
{ "risk_score": 0.3881, "retok_prob": 0.6994, "active_modalities": [ "text" ], "budget": 1.32 }
[ { "action": "mask_direct_id", "priority": 6.04, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 3.4515, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 2.8522, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 6.04, "generalize_dob": 3.4515000000000002, "retokenize_te...
0
0.17
plan_ready
P-000388
{ "risk_score": 0.6415, "retok_prob": 0.1388, "active_modalities": [ "text", "image", "ehr" ], "budget": 0.44 }
[ { "action": "mask_direct_id", "priority": 10.0581, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 5.7475, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.5922, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.0581, "generalize_dob": 5.7475000000000005, "suppress_geo": 3...
0.0715
0.12
plan_ready
P-000389
{ "risk_score": 0.3697, "retok_prob": 0.331, "active_modalities": [ "image", "audio" ], "budget": 1.27 }
[ { "action": "mask_direct_id", "priority": 10.1853, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 2.5463, "cost":...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 10.1853, "redact_image_face": 0.01, "redact_imag...
0
0.25
plan_ready
P-000390
{ "risk_score": 0.5548, "retok_prob": 0.0305, "active_modalities": [ "text", "audio" ], "budget": 0.69 }
[ { "action": "mask_direct_id", "priority": 13.6665, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 7.8094, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.8809, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 13.6665, "generalize_dob": 7.8094, "suppress_geo": 4.88090000000...
0
0.12
plan_ready
P-000391
{ "risk_score": 0.1556, "retok_prob": 0.3903, "active_modalities": [ "image", "audio", "text", "ehr" ], "budget": 1.46 }
[]
{ "selected_actions": [], "injected_deps": [], "topo_order": [] }
0.1556
0
below_threshold
P-000392
{ "risk_score": 0.7159, "retok_prob": 0.4547, "active_modalities": [ "image", "text", "ehr" ], "budget": 0.58 }
[ { "action": "mask_direct_id", "priority": 15.2311, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 8.7035, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 5.4397, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 15.2311, "generalize_dob": 8.7035, "suppress_geo": 5.4397 } }
0.1459
0.12
plan_ready
P-000393
{ "risk_score": 0.7928, "retok_prob": 0.7431, "active_modalities": [ "image", "audio", "ehr" ], "budget": 1.22 }
[ { "action": "mask_direct_id", "priority": 11.2155, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.4088, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.0055, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "redact_image_tag" ], "score_breakdow...
0
0.32
plan_ready
P-000394
{ "risk_score": 0.7263, "retok_prob": 0.0627, "active_modalities": [ "ehr", "text" ], "budget": 1.32 }
[ { "action": "mask_direct_id", "priority": 10.7302, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.1315, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.8322, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.7302, "generalize_dob": 6.1315, "suppress_geo": 3.83220000000...
0.1563
0.12
plan_ready
P-000395
{ "risk_score": 0.5555, "retok_prob": 0.5578, "active_modalities": [ "audio", "image" ], "budget": 0.74 }
[ { "action": "mask_direct_id", "priority": 13.3039, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "redact_image_tag", "priority": 3.326, "cost": ...
{ "selected_actions": [ "mask_direct_id", "redact_image_tag" ], "injected_deps": [ "redact_image_face" ], "topo_order": [ "mask_direct_id", "redact_image_face", "redact_image_tag" ], "score_breakdown": { "mask_direct_id": 13.3039, "redact_image_face": 0.01, "redact_imag...
0
0.25
plan_ready
P-000396
{ "risk_score": 0.8062, "retok_prob": 0.4551, "active_modalities": [ "audio" ], "budget": 0.52 }
[ { "action": "redact_image_face", "priority": 0.01, "cost": 0.12, "risk_delta": 0.2, "deps": [] }, { "action": "strip_audio_voice", "priority": 2.5979, "cost": 0.15, "risk_delta": 0.18, "deps": [] }, { "action": "mask_direct_id", "priority": 0.01, "cost": 0...
{ "selected_actions": [ "cross_modal_unlink", "audit_log_purge", "strip_audio_voice", "anon_audio_content" ], "injected_deps": [ "redact_image_face", "mask_direct_id", "federated_noise" ], "topo_order": [ "redact_image_face", "strip_audio_voice", "mask_direct_id", "...
0
0.87
plan_ready
P-000397
{ "risk_score": 0.493, "retok_prob": 0.9906, "active_modalities": [ "audio", "image", "text" ], "budget": 1.33 }
[ { "action": "mask_direct_id", "priority": 10.9607, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.2633, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "retokenize_text", "priority": 3.985, "cost": 0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "retokenize_text" ], "score_breakdown": { "mask_direct_id": 10.9607, "generalize_dob": 6.2633, "retokenize_text": 3.98...
0
0.17
plan_ready
P-000398
{ "risk_score": 0.9313, "retok_prob": 0.1931, "active_modalities": [ "ehr", "audio", "image" ], "budget": 0.58 }
[ { "action": "mask_direct_id", "priority": 10.6741, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.9312, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 4.332, "cost": 0.04...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo", "cross_modal_unlink" ], "injected_deps": [ "redact_image_face", "strip_audio_voice" ], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo", "redact_image_face", "strip_audio_v...
0
0.57
plan_ready
P-000399
{ "risk_score": 0.7342, "retok_prob": 0.5313, "active_modalities": [ "text" ], "budget": 1.29 }
[ { "action": "mask_direct_id", "priority": 10.7896, "cost": 0.05, "risk_delta": 0.35, "deps": [] }, { "action": "generalize_dob", "priority": 6.1655, "cost": 0.03, "risk_delta": 0.12, "deps": [] }, { "action": "suppress_geo", "priority": 3.8534, "cost": 0.0...
{ "selected_actions": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "injected_deps": [], "topo_order": [ "mask_direct_id", "generalize_dob", "suppress_geo" ], "score_breakdown": { "mask_direct_id": 10.7896, "generalize_dob": 6.1655, "suppress_geo": 3.8534 } }
0.1642
0.12
plan_ready