SCI Analysis Observatory

Evidence scope

Scope, workflow status, and summary measures

Leakage Safe Outer Test ShapPaired Feature AblationShap Ablation Consensus Evidence

Fold-safe SHAPLeakage-safe SHAP analysisComplete

Feature ablationPaired feature ablationComplete

Feature consensusAnalyze feature-ablation resultsComplete

Outer-test SHAP values: 61,776 values
SHAP additivity checks: 30 checks
All SHAP additivity checks passed: Yes
Maximum SHAP additivity error: 1.10e-6
Features tested by ablation: 26 features
Primary ablation metric: mean_auc

Linked filters

Selections combine with AND across dimensions.

FrameworkExperiment

No shared filters active.

Aggregate estimate plot

SHAP–ablation agreement

Shap Ablation Consensus Evidence

0.7419578710260045 · consistent_contribution_not_multiplicity_confirmed

0.022

0.165694788681275 · no_unique_contribution_detected

0.003

0.0918045876773641 · no_unique_contribution_detected

0.003

0.0132036587445729 · no_unique_contribution_detected

0.003

0.0449574379492051 · no_unique_contribution_detected

0.002

0.07514276124845 · framework_specific_signal

0.002

0.0178559087313952 · no_unique_contribution_detected

0.002

0.0468700255546899 · no_unique_contribution_detected

0.002

0.1285114597420014 · no_unique_contribution_detected

0.002

0.0138071773785997 · no_unique_contribution_detected

0.002

0.1816615652355701 · no_unique_contribution_detected

0.002

0.0344261664181708 · no_unique_contribution_detected

0.001

0.0844688835262575 · no_unique_contribution_detected

0.001

0.0203113466309368 · no_unique_contribution_detected

0.001

0.0347213481543176 · no_unique_contribution_detected

0.001

0.110516165072554 · no_unique_contribution_detected

9.81e-4

0.0445786962082148 · no_unique_contribution_detected

9.32e-4

0.0872683031662236 · no_unique_contribution_detected

7.59e-4

0.0285944932882559 · no_unique_contribution_detected

7.52e-4

0.0351600347628973 · no_unique_contribution_detected

7.32e-4

0.1340984937675219 · no_unique_contribution_detected

6.30e-4

0.030353351197817 · no_unique_contribution_detected

-2.70e-4

0.0282172243579762 · no_unique_contribution_detected

-7.03e-4

0.1304837582604155 · no_unique_contribution_detected

-0.001

Uncertainty: Point estimates are shown because this table does not supply matching lower and upper interval columns.

View plotted values in tabular form

SHAP–ablation agreement: tabulated plot data
Estimate	Marker	Framework Mean Loss
0.7419578710260045 · consistent_contribution_not_multiplicity_confirmed	✦	0.022
0.165694788681275 · no_unique_contribution_detected	■	0.003
0.0918045876773641 · no_unique_contribution_detected	●	0.003
0.0132036587445729 · no_unique_contribution_detected	▲	0.003
0.0449574379492051 · no_unique_contribution_detected	◆	0.002
0.07514276124845 · framework_specific_signal	■	0.002
0.0178559087313952 · no_unique_contribution_detected	◆	0.002
0.0468700255546899 · no_unique_contribution_detected	▲	0.002
0.1285114597420014 · no_unique_contribution_detected	▲	0.002
0.0138071773785997 · no_unique_contribution_detected	●	0.002
0.1816615652355701 · no_unique_contribution_detected	✦	0.002
0.0344261664181708 · no_unique_contribution_detected	◆	0.001
0.0844688835262575 · no_unique_contribution_detected	⬟	0.001
0.0203113466309368 · no_unique_contribution_detected	◆	0.001
0.0347213481543176 · no_unique_contribution_detected	■	0.001
0.110516165072554 · no_unique_contribution_detected	◆	9.81e-4
0.0445786962082148 · no_unique_contribution_detected	✦	9.32e-4
0.0872683031662236 · no_unique_contribution_detected	⬟	7.59e-4
0.0285944932882559 · no_unique_contribution_detected	■	7.52e-4
0.0351600347628973 · no_unique_contribution_detected	●	7.32e-4
0.1340984937675219 · no_unique_contribution_detected	▲	6.30e-4
0.030353351197817 · no_unique_contribution_detected	✦	-2.70e-4
0.0282172243579762 · no_unique_contribution_detected	◆	-7.03e-4
0.1304837582604155 · no_unique_contribution_detected	✦	-0.001

Framework Mean Loss from SHAP-ablation consensus evidence. Shared filters apply to both this plot and its source table.

Aggregate estimate plot

Feature-removal uncertainty

Shap Ablation Consensus Evidence

hp_peak_loading_index · xgb

0.003

fp_peak_loading_index · xgb

0.002

fp_intensity_loading_fraction · xgb

0.003

hp_intensity_loading_fraction · xgb

0.003

fp_maxintensity_loading_fraction · xgb

0.002

hp_maxintensity_loading_fraction · xgb

0.002

hp_loading_speed · xgb

0.004

fp_loading_speed · xgb

0.003

hp_functional_output · xgb

0.002

fp_functional_output · xgb

0.003

fp_intensity_density · xgb

0.025

hp_intensity_density · xgb

0.004

fp_integrated_loading · xgb

0.003

hp_integrated_loading · xgb

0.002

fp_loading_rate · xgb

0.002

hp_loading_rate · xgb

0.007

fp_propulsion_time · xgb

0.005

hp_propulsion_time · xgb

0.005

stand_symmetry · xgb

0.004

swing_symmetry · xgb

0.002

duty_cycle_symmetry · xgb

0.005

fp_temporal_contact · xgb

0.003

hp_temporal_contact · xgb

0.004

hp_propulsion_loading · xgb

0.006

Uncertainty: Horizontal intervals use Ci Lower and Ci Upper from the published aggregate table.

View plotted values in tabular form

Feature-removal uncertainty: tabulated plot data
Estimate	Marker	Estimate	Lower interval	Upper interval
hp_peak_loading_index · xgb	▲	0.003	-0.003	0.009
fp_peak_loading_index · xgb	●	0.002	-0.005	0.008
fp_intensity_loading_fraction · xgb	●	0.003	-0.003	0.009
hp_intensity_loading_fraction · xgb	▲	0.003	-0.003	0.010
fp_maxintensity_loading_fraction · xgb	▲	0.002	-0.003	0.008
hp_maxintensity_loading_fraction · xgb	✦	0.002	-0.003	0.008
hp_loading_speed · xgb	⬟	0.004	-0.002	0.010
fp_loading_speed · xgb	◆	0.003	-0.004	0.009
hp_functional_output · xgb	▲	0.002	-0.003	0.006
fp_functional_output · xgb	●	0.003	-0.002	0.009
fp_intensity_density · xgb	◆	0.025	0.003	0.048
hp_intensity_density · xgb	⬟	0.004	-0.003	0.010
fp_integrated_loading · xgb	◆	0.003	-0.003	0.008
hp_integrated_loading · xgb	⬟	0.002	-0.003	0.007
fp_loading_rate · xgb	✦	0.002	-0.003	0.008
hp_loading_rate · xgb	●	0.007	2.56e-4	0.013
fp_propulsion_time · xgb	✦	0.005	-0.001	0.010
hp_propulsion_time · xgb	●	0.005	-9.27e-4	0.011
stand_symmetry · xgb	■	0.004	-0.002	0.011
swing_symmetry · xgb	◆	0.002	-0.004	0.009
duty_cycle_symmetry · xgb	●	0.005	-0.001	0.011
fp_temporal_contact · xgb	▲	0.003	-0.004	0.010
hp_temporal_contact · xgb	✦	0.004	-0.002	0.011
hp_propulsion_loading · xgb	◆	0.006	-2.92e-4	0.013

Estimate from Clustered ablation uncertainty. Shared filters apply to both this plot and its source table.

Leakage Safe Outer Test Shap

Outer-fold/model-specific fold-safe feature importance

Summary method: top_ranked_subset

Indexed rows: 150
Eligible rows: 150

Showing 1–25 of 150 matching rows

Filters combine with AND. Empty and unreported values sort last.

Outer-fold/model-specific fold-safe feature importance. leakage_safe_outer_test_shap.

nested_cv	catboost	1	fp_intensity_density	0.883	0.853	0.077	0.977
nested_cv	catboost	1	fp_intensity_loading_fraction	0.298	0.110	0.021	0.527
nested_cv	catboost	1	fp_functional_output	0.231	0.214	0.040	0.241
nested_cv	catboost	1	fp_peak_loading_index	0.199	0.114	-0.080	0.265
nested_cv	catboost	1	fp_loading_rate	0.168	0.103	-0.006	0.238
nested_cv	catboost	1	hp_temporal_contact	0.160	0.127	0.026	0.193
nested_cv	catboost	1	fp_loading_speed	0.157	0.093	-0.021	0.264
nested_cv	catboost	1	hp_maxintensity_loading_fraction	0.134	0.136	-4.04e-5	0.148
nested_cv	catboost	1	fp_temporal_contact	0.130	0.091	-0.006	0.172
nested_cv	catboost	1	fp_propulsion_time	0.125	0.081	0.004	0.174
nested_cv	catboost	2	fp_intensity_density	1.210	1.172	0.044	1.325
nested_cv	catboost	2	fp_intensity_loading_fraction	0.311	0.127	-0.040	0.575
nested_cv	catboost	2	fp_temporal_contact	0.255	0.232	-2.80e-4	0.300
nested_cv	catboost	2	fp_loading_speed	0.240	0.142	-0.062	0.354
nested_cv	catboost	2	fp_peak_loading_index	0.231	0.189	0.005	0.324
nested_cv	catboost	2	fp_propulsion_time	0.212	0.199	0.016	0.251
nested_cv	catboost	2	hp_temporal_contact	0.202	0.178	0.006	0.231
nested_cv	catboost	2	fp_functional_output	0.199	0.170	-0.029	0.241
nested_cv	catboost	2	fp_loading_rate	0.193	0.168	-0.038	0.231
nested_cv	catboost	2	fp_maxintensity_loading_fraction	0.127	0.054	0.025	0.217
nested_cv	catboost	3	fp_intensity_density	0.849	0.724	0.013	0.947
nested_cv	catboost	3	fp_intensity_loading_fraction	0.241	0.128	-0.039	0.425
nested_cv	catboost	3	hp_temporal_contact	0.162	0.150	-0.008	0.207
nested_cv	catboost	3	fp_peak_loading_index	0.148	0.135	-0.013	0.174
nested_cv	catboost	3	hp_integrated_loading	0.146	0.140	-0.009	0.191

Rows per pagePage 1 of 6

Leakage Safe Outer Test Shap

Feature importance by experiment

Summary method: top_ranked_subset

Indexed rows: 150
Eligible rows: 150

Showing 1–25 of 150 matching rows

Filters combine with AND. Empty and unreported values sort last.

Feature importance by experiment. leakage_safe_outer_test_shap.

nested_cv	catboost	1	gt_early	BMDM	fp_intensity_loading_fraction	1.499	1.631
nested_cv	catboost	1	gt_early	IL4	fp_intensity_density	0.801	0.683
nested_cv	catboost	1	gt_early	NK1	fp_intensity_loading_fraction	0.534	0.439
nested_cv	catboost	1	gt_early	SHH	fp_intensity_density	0.824	0.777
nested_cv	catboost	1	gt_early	VEGF	fp_intensity_density	0.605	0.671
nested_cv	catboost	1	gt_late	BMDM	fp_intensity_density	1.078	1.141
nested_cv	catboost	1	gt_late	IL4	fp_intensity_density	1.019	1.151
nested_cv	catboost	1	gt_late	NK1	fp_intensity_density	0.424	0.239
nested_cv	catboost	1	gt_late	SHH	fp_intensity_density	1.216	1.190
nested_cv	catboost	1	gt_late	VEGF	fp_intensity_density	0.881	0.979
nested_cv	catboost	2	gt_early	BMDM	fp_intensity_loading_fraction	1.884	1.994
nested_cv	catboost	2	gt_early	IL4	fp_intensity_density	1.589	1.509
nested_cv	catboost	2	gt_early	NK1	fp_intensity_density	1.113	1.102
nested_cv	catboost	2	gt_early	SHH	fp_intensity_density	1.362	1.347
nested_cv	catboost	2	gt_early	VEGF	fp_intensity_density	0.778	0.721
nested_cv	catboost	2	gt_late	BMDM	fp_intensity_density	1.460	1.440
nested_cv	catboost	2	gt_late	IL4	fp_intensity_density	1.273	1.198
nested_cv	catboost	2	gt_late	NK1	fp_intensity_density	1.248	1.122
nested_cv	catboost	2	gt_late	SHH	fp_intensity_density	1.272	1.179
nested_cv	catboost	2	gt_late	VEGF	fp_intensity_density	0.774	0.898
nested_cv	catboost	3	gt_early	BMDM	fp_intensity_loading_fraction	1.365	1.372
nested_cv	catboost	3	gt_early	IL4	fp_intensity_density	0.644	0.671
nested_cv	catboost	3	gt_early	NK1	fp_intensity_density	0.570	0.583
nested_cv	catboost	3	gt_early	SHH	fp_intensity_density	0.636	0.693
nested_cv	catboost	3	gt_early	VEGF	fp_intensity_density	0.572	0.661

Rows per pagePage 1 of 6

Leakage Safe Outer Test Shap

SHAP additivity validation summary

Summary method: scheme_framework_threshold_aggregate

Indexed rows: 6
Eligible rows: 30

Showing 1–6 of 6 matching rows

Filters combine with AND. Empty and unreported values sort last.

SHAP additivity validation summary. leakage_safe_outer_test_shap.

nested_cv	catboost	gt_early	5	396	26	8.88e-15	1.18e-15
nested_cv	catboost	gt_late	5	396	26	6.22e-15	1.10e-15
nested_cv	lgbm	gt_early	5	396	26	6.22e-15	5.69e-16
nested_cv	lgbm	gt_late	5	396	26	6.22e-15	1.47e-15
nested_cv	xgb	gt_early	5	396	26	1.05e-6	1.92e-7
nested_cv	xgb	gt_late	5	396	26	1.10e-6	2.67e-7

Rows per pagePage 1 of 1

Paired Feature Ablation

Feature-removal plan

Summary method: approved_rows

Indexed rows: 26
Eligible rows: 26

Showing 1–25 of 26 matching rows

Filters combine with AND. Empty and unreported values sort last.

Feature-removal plan. paired_feature_ablation.

1	fp_intensity_density	1.000	1.000	0.000	0.742	3	5
2	fp_intensity_loading_fraction	4.200	4.000	2.305	0.182	3	5
3	fp_loading_speed	5.800	6.000	1.656	0.134	3	5
4	fp_temporal_contact	6.333	7.000	2.257	0.129	3	5
5	hp_loading_rate	6.600	3.000	6.695	0.166	3	5
6	fp_functional_output	7.867	8.000	3.204	0.124	3	5
7	fp_peak_loading_index	7.867	8.000	4.015	0.130	3	5
8	hp_loading_speed	8.600	6.000	7.069	0.111	3	5
9	hp_temporal_contact	8.933	9.000	2.789	0.092	3	5
10	hp_integrated_loading	9.133	9.000	3.889	0.084	3	5
11	fp_loading_rate	11.400	12.000	3.795	0.087	3	5
12	hp_intensity_density	14.333	13.000	7.198	0.047	3	5
13	hp_intensity_loading_fraction	14.533	13.000	5.604	0.045	3	5
14	fp_propulsion_time	15.000	15.000	6.908	0.075	3	5
15	hp_functional_output	15.233	14.000	5.388	0.036	3	5
16	hp_propulsion_loading	15.767	16.000	4.586	0.045	3	5
17	fp_stride_length_per_cycle	17.067	18.000	4.415	0.034	3	5
18	fp_maxintensity_loading_fraction	17.133	17.000	4.673	0.035	3	5
19	fp_integrated_loading	17.667	18.000	3.599	0.035	3	5
20	hp_maxintensity_loading_fraction	18.467	18.000	3.925	0.028	3	5
21	hp_peak_loading_index	18.700	19.000	4.674	0.030	3	5
22	swing_symmetry	19.533	19.000	3.461	0.029	3	5
23	stand_symmetry	21.600	22.000	3.048	0.020	3	5
24	duty_cycle_symmetry	22.200	23.000	3.058	0.018	3	5
25	hp_propulsion_time	22.667	24.000	3.336	0.014	3	5

Rows per pagePage 1 of 2

Paired Feature Ablation

Pooled feature-ablation summary

Summary method: top_ranked_subset

Indexed rows: 30
Eligible rows: 30

Showing 1–25 of 30 matching rows

Filters combine with AND. Empty and unreported values sort last.

Pooled feature-ablation summary. paired_feature_ablation.

catboost	fp_intensity_density	0.861	0.840	0.021	0.026	0.012	1
catboost	hp_temporal_contact	0.861	0.859	0.002	0.004	0.006	2
catboost	hp_integrated_loading	0.861	0.862	-5.36e-4	-1.97e-4	0.006	3
catboost	fp_intensity_loading_fraction	0.861	0.862	-5.76e-4	0.002	0.007	4
catboost	hp_stride_length_per_cycle	0.861	0.862	-9.34e-4	4.23e-4	0.002	5
catboost	fp_maxintensity_loading_fraction	0.861	0.862	-9.38e-4	5.03e-4	0.005	6
catboost	hp_propulsion_loading	0.861	0.862	-0.001	1.62e-4	0.006	7
catboost	fp_temporal_contact	0.861	0.863	-0.001	-0.002	0.005	8
catboost	fp_loading_rate	0.861	0.863	-0.002	-0.001	0.004	9
catboost	fp_loading_speed	0.861	0.863	-0.002	-0.002	0.010	10
lgbm	fp_intensity_density	0.845	0.823	0.022	0.038	0.039	1
lgbm	hp_loading_rate	0.845	0.839	0.006	0.006	0.005	2
lgbm	fp_propulsion_time	0.845	0.840	0.005	0.004	0.009	3
lgbm	fp_temporal_contact	0.845	0.841	0.004	0.003	0.009	4
lgbm	hp_loading_speed	0.845	0.841	0.004	0.005	0.004	5
lgbm	hp_intensity_density	0.845	0.841	0.004	0.004	0.006	6
lgbm	swing_symmetry	0.845	0.842	0.003	0.003	0.006	7
lgbm	fp_stride_length_per_cycle	0.845	0.842	0.003	0.003	0.007	8
lgbm	hp_propulsion_time	0.845	0.842	0.003	0.002	0.006	9
lgbm	stand_symmetry	0.845	0.842	0.003	0.003	0.006	10
xgb	fp_intensity_density	0.835	0.810	0.025	0.045	0.037	1
xgb	hp_loading_rate	0.835	0.828	0.007	0.003	0.009	2
xgb	hp_stride_length_per_cycle	0.835	0.829	0.006	0.004	0.005	3
xgb	hp_propulsion_loading	0.835	0.829	0.006	0.003	0.004	4
xgb	hp_propulsion_time	0.835	0.830	0.005	0.002	0.007	5

Rows per pagePage 1 of 2

Shap Ablation Consensus Evidence

Clustered ablation uncertainty

Summary method: primary_metric_subset

Indexed rows: 78
Eligible rows: 78

Showing 1–25 of 78 matching rows

Filters combine with AND. Empty and unreported values sort last.

Clustered ablation uncertainty. shap_ablation_consensus_evidence.

catboost	hp_peak_loading_index	mean_auc	higher	baseline_minus_ablated	-0.006	-0.014	6.42e-4
catboost	fp_peak_loading_index	mean_auc	higher	baseline_minus_ablated	-0.008	-0.017	0.002
catboost	fp_intensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-5.76e-4	-0.007	0.006
catboost	hp_intensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	fp_maxintensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-9.38e-4	-0.009	0.007
catboost	hp_maxintensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-0.007	-0.013	-5.86e-4
catboost	hp_loading_speed	mean_auc	higher	baseline_minus_ablated	-0.005	-0.011	0.002
catboost	fp_loading_speed	mean_auc	higher	baseline_minus_ablated	-0.002	-0.010	0.006
catboost	hp_functional_output	mean_auc	higher	baseline_minus_ablated	-0.009	-0.016	-0.002
catboost	fp_functional_output	mean_auc	higher	baseline_minus_ablated	-0.009	-0.016	-0.002
catboost	fp_intensity_density	mean_auc	higher	baseline_minus_ablated	0.021	0.004	0.039
catboost	hp_intensity_density	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.005
catboost	fp_integrated_loading	mean_auc	higher	baseline_minus_ablated	-0.004	-0.010	0.003
catboost	hp_integrated_loading	mean_auc	higher	baseline_minus_ablated	-5.36e-4	-0.006	0.005
catboost	fp_loading_rate	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.006
catboost	hp_loading_rate	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	fp_propulsion_time	mean_auc	higher	baseline_minus_ablated	-0.004	-0.012	0.004
catboost	hp_propulsion_time	mean_auc	higher	baseline_minus_ablated	-0.003	-0.010	0.003
catboost	stand_symmetry	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	swing_symmetry	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	duty_cycle_symmetry	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.004
catboost	fp_temporal_contact	mean_auc	higher	baseline_minus_ablated	-0.001	-0.008	0.005
catboost	hp_temporal_contact	mean_auc	higher	baseline_minus_ablated	0.002	-0.003	0.008
catboost	hp_propulsion_loading	mean_auc	higher	baseline_minus_ablated	-0.001	-0.007	0.004
catboost	hp_stride_length_per_cycle	mean_auc	higher	baseline_minus_ablated	-9.41e-4	-0.007	0.005

Rows per pagePage 1 of 4

Shap Ablation Consensus Evidence

Multiplicity-adjusted ablation evidence

Summary method: primary_metric_subset

Indexed rows: 78
Eligible rows: 78

Showing 1–25 of 78 matching rows

Filters combine with AND. Empty and unreported values sort last.

Multiplicity-adjusted ablation evidence. shap_ablation_consensus_evidence.

catboost	hp_peak_loading_index	mean_auc	higher	baseline_minus_ablated	-0.006	-0.014	6.42e-4
catboost	fp_peak_loading_index	mean_auc	higher	baseline_minus_ablated	-0.008	-0.017	0.002
catboost	fp_intensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-5.76e-4	-0.007	0.006
catboost	hp_intensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	fp_maxintensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-9.38e-4	-0.009	0.007
catboost	hp_maxintensity_loading_fraction	mean_auc	higher	baseline_minus_ablated	-0.007	-0.013	-5.86e-4
catboost	hp_loading_speed	mean_auc	higher	baseline_minus_ablated	-0.005	-0.011	0.002
catboost	fp_loading_speed	mean_auc	higher	baseline_minus_ablated	-0.002	-0.010	0.006
catboost	hp_functional_output	mean_auc	higher	baseline_minus_ablated	-0.009	-0.016	-0.002
catboost	fp_functional_output	mean_auc	higher	baseline_minus_ablated	-0.009	-0.016	-0.002
catboost	fp_intensity_density	mean_auc	higher	baseline_minus_ablated	0.021	0.004	0.039
catboost	hp_intensity_density	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.005
catboost	fp_integrated_loading	mean_auc	higher	baseline_minus_ablated	-0.004	-0.010	0.003
catboost	hp_integrated_loading	mean_auc	higher	baseline_minus_ablated	-5.36e-4	-0.006	0.005
catboost	fp_loading_rate	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.006
catboost	hp_loading_rate	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	fp_propulsion_time	mean_auc	higher	baseline_minus_ablated	-0.004	-0.012	0.004
catboost	hp_propulsion_time	mean_auc	higher	baseline_minus_ablated	-0.003	-0.010	0.003
catboost	stand_symmetry	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	swing_symmetry	mean_auc	higher	baseline_minus_ablated	-0.003	-0.009	0.003
catboost	duty_cycle_symmetry	mean_auc	higher	baseline_minus_ablated	-0.002	-0.009	0.004
catboost	fp_temporal_contact	mean_auc	higher	baseline_minus_ablated	-0.001	-0.008	0.005
catboost	hp_temporal_contact	mean_auc	higher	baseline_minus_ablated	0.002	-0.003	0.008
catboost	hp_propulsion_loading	mean_auc	higher	baseline_minus_ablated	-0.001	-0.007	0.004
catboost	hp_stride_length_per_cycle	mean_auc	higher	baseline_minus_ablated	-9.41e-4	-0.007	0.005

Rows per pagePage 1 of 4

Shap Ablation Consensus Evidence

SHAP-ablation consensus evidence

Summary method: approved_rows

Indexed rows: 26
Eligible rows: 26

Showing 1–25 of 26 matching rows

Filters combine with AND. Empty and unreported values sort last.

SHAP-ablation consensus evidence. shap_ablation_consensus_evidence.

duty_cycle_symmetry	0.002	-0.002	0.005	2	0.228	6	9
fp_functional_output	-0.001	-0.009	0.003	2	0.011	8	7
fp_integrated_loading	7.32e-4	-0.004	0.003	2	0.134	7	8
fp_intensity_density	0.022	0.021	0.025	3	0.985	15	0
fp_intensity_loading_fraction	0.002	-5.76e-4	0.003	2	0.421	8	6
fp_loading_rate	7.59e-4	-0.002	0.002	2	0.329	9	6
fp_loading_speed	6.30e-4	-0.002	0.003	2	0.300	9	6
fp_maxintensity_loading_fraction	0.001	-9.38e-4	0.002	2	0.408	8	7
fp_peak_loading_index	-0.001	-0.008	0.003	2	0.050	9	6
fp_propulsion_time	0.002	-0.004	0.005	2	0.169	8	7
fp_stride_length_per_cycle	0.001	-0.004	0.005	2	0.131	6	9
fp_temporal_contact	0.002	-0.001	0.004	2	0.326	7	8
hp_functional_output	-0.001	-0.009	0.003	2	0.007	7	8
hp_integrated_loading	0.001	-5.36e-4	0.003	2	0.423	6	9
hp_intensity_density	0.002	-0.002	0.004	2	0.269	9	6
hp_intensity_loading_fraction	9.32e-4	-0.003	0.003	2	0.177	8	7
hp_loading_rate	0.003	-0.003	0.007	2	0.195	10	5
hp_loading_speed	9.81e-4	-0.005	0.004	2	0.074	11	4
hp_maxintensity_loading_fraction	-7.03e-4	-0.007	0.003	2	0.017	6	8
hp_peak_loading_index	-2.70e-4	-0.006	0.003	2	0.038	8	7
hp_propulsion_loading	0.002	-0.001	0.006	2	0.336	10	5
hp_propulsion_time	0.002	-0.003	0.005	2	0.154	7	8
hp_stride_length_per_cycle	0.003	-9.41e-4	0.006	2	0.399	10	5
hp_temporal_contact	0.003	0.002	0.004	3	0.786	9	6
stand_symmetry	0.001	-0.003	0.004	2	0.167	8	7

Rows per pagePage 1 of 2

Shap Ablation Consensus Evidence

Combined feature ranking

Summary method: approved_rows

Indexed rows: 26
Eligible rows: 26

Showing 1–25 of 26 matching rows

Filters combine with AND. Empty and unreported values sort last.

Combined feature ranking. shap_ablation_consensus_evidence.

1	fp_intensity_density	1.000	0.742	0.022	3	0.985	15
2	fp_intensity_loading_fraction	4.200	0.182	0.002	2	0.421	8
3	hp_loading_rate	6.600	0.166	0.003	2	0.195	10
4	fp_loading_speed	5.800	0.134	6.30e-4	2	0.300	9
5	hp_loading_speed	8.600	0.111	9.81e-4	2	0.074	11
6	hp_temporal_contact	8.933	0.092	0.003	3	0.786	9
7	hp_integrated_loading	9.133	0.084	0.001	2	0.423	6
8	fp_temporal_contact	6.333	0.129	0.002	2	0.326	7
9	fp_peak_loading_index	7.867	0.130	-0.001	2	0.050	9
10	fp_loading_rate	11.400	0.087	7.59e-4	2	0.329	9
11	fp_functional_output	7.867	0.124	-0.001	2	0.011	8
12	hp_intensity_density	14.333	0.047	0.002	2	0.269	9
13	fp_propulsion_time	15.000	0.075	0.002	2	0.169	8
14	hp_propulsion_loading	15.767	0.045	0.002	2	0.336	10
15	hp_intensity_loading_fraction	14.533	0.045	9.32e-4	2	0.177	8
16	fp_stride_length_per_cycle	17.067	0.034	0.001	2	0.131	6
17	fp_integrated_loading	17.667	0.035	7.32e-4	2	0.134	7
18	hp_functional_output	15.233	0.036	-0.001	2	0.007	7
19	fp_maxintensity_loading_fraction	17.133	0.035	0.001	2	0.408	8
20	stand_symmetry	21.600	0.020	0.001	2	0.167	8
21	duty_cycle_symmetry	22.200	0.018	0.002	2	0.228	6
22	swing_symmetry	19.533	0.029	7.52e-4	2	0.145	7
23	hp_stride_length_per_cycle	23.367	0.013	0.003	2	0.399	10
24	hp_maxintensity_loading_fraction	18.467	0.028	-7.03e-4	2	0.017	6
25	hp_peak_loading_index	18.700	0.030	-2.70e-4	2	0.038	8

Rows per pagePage 1 of 2

Shap Ablation Consensus Evidence

Authoritative fixed three-feature panel input

Summary method: approved_rows

Indexed rows: 3
Eligible rows: 3

Showing 1–3 of 3 matching rows

Filters combine with AND. Empty and unreported values sort last.

Authoritative fixed three-feature panel input. shap_ablation_consensus_evidence.

1	fp_intensity_density	1.000	0.742	0.022	3	0.985	15
2	fp_intensity_loading_fraction	4.200	0.182	0.002	2	0.421	8
3	hp_loading_rate	6.600	0.166	0.003	2	0.195	10

Rows per pagePage 1 of 1

SHAP and ablation evidence

Scope, workflow status, and summary measures

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SHAP–ablation agreement

Feature-removal uncertainty

Outer-fold/model-specific fold-safe feature importance

Feature importance by experiment

SHAP additivity validation summary

Feature-removal plan

Pooled feature-ablation summary

Clustered ablation uncertainty

Multiplicity-adjusted ablation evidence

SHAP-ablation consensus evidence

Combined feature ranking

Authoritative fixed three-feature panel input