SCI Analysis Observatory

Evidence scope

Scope, workflow status, and summary measures

Application Only

Classifier bundleFinalize co-equal classifier ensemble and manuscript outputsComplete

Ensemble aggregation: equal_weight_probability_mean
Framework policy: co_equal_no_selection
XGBoost ensemble weight: 0.333
LightGBM ensemble weight: 0.333
CatBoost ensemble weight: 0.333
XGBoost application calibration: logistic
LightGBM application calibration: logistic
CatBoost application calibration: logistic
Experiment used as predictor: No
Leave-one-experiment-out used: No
Fixed application features: 3 features

Linked filters

Selections combine with AND across dimensions.

Framework

No shared filters active.

Aggregate estimate plot

Component validation AUC

Application Only

Measure

catboost

0.871

lgbm

0.859

xgb

0.852

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

View plotted values in tabular form

Component validation AUC: tabulated plot data
Estimate	Marker	Early Auc
catboost	⬟	0.871
lgbm	✦	0.859
xgb	◆	0.852

Early Auc from Manuscript validation-performance export. Shared filters apply to both this plot and its source table.

Aggregate estimate plot

Classifier feature evidence

Application Only

fp_intensity_density · consistent_contribution_not_multiplicity_confirmed

0.022

hp_loading_rate · no_unique_contribution_detected

0.003

hp_temporal_contact · no_unique_contribution_detected

0.003

hp_stride_length_per_cycle · no_unique_contribution_detected

0.003

hp_propulsion_loading · no_unique_contribution_detected

0.002

fp_propulsion_time · framework_specific_signal

0.002

duty_cycle_symmetry · no_unique_contribution_detected

0.002

hp_intensity_density · no_unique_contribution_detected

0.002

fp_temporal_contact · no_unique_contribution_detected

0.002

hp_propulsion_time · no_unique_contribution_detected

0.002

fp_intensity_loading_fraction · no_unique_contribution_detected

0.002

fp_stride_length_per_cycle · no_unique_contribution_detected

0.001

hp_integrated_loading · no_unique_contribution_detected

0.001

stand_symmetry · no_unique_contribution_detected

0.001

fp_maxintensity_loading_fraction · no_unique_contribution_detected

0.001

hp_loading_speed · no_unique_contribution_detected

9.81e-4

hp_intensity_loading_fraction · no_unique_contribution_detected

9.32e-4

fp_loading_rate · no_unique_contribution_detected

7.59e-4

swing_symmetry · no_unique_contribution_detected

7.52e-4

fp_integrated_loading · no_unique_contribution_detected

7.32e-4

fp_loading_speed · no_unique_contribution_detected

6.30e-4

hp_peak_loading_index · no_unique_contribution_detected

-2.70e-4

hp_maxintensity_loading_fraction · no_unique_contribution_detected

-7.03e-4

fp_peak_loading_index · 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

Classifier feature evidence: tabulated plot data
Estimate	Marker	Framework Mean Loss
fp_intensity_density · consistent_contribution_not_multiplicity_confirmed	⬟	0.022
hp_loading_rate · no_unique_contribution_detected	●	0.003
hp_temporal_contact · no_unique_contribution_detected	✦	0.003
hp_stride_length_per_cycle · no_unique_contribution_detected	●	0.003
hp_propulsion_loading · no_unique_contribution_detected	◆	0.002
fp_propulsion_time · framework_specific_signal	■	0.002
duty_cycle_symmetry · no_unique_contribution_detected	●	0.002
hp_intensity_density · no_unique_contribution_detected	⬟	0.002
fp_temporal_contact · no_unique_contribution_detected	▲	0.002
hp_propulsion_time · no_unique_contribution_detected	●	0.002
fp_intensity_loading_fraction · no_unique_contribution_detected	●	0.002
fp_stride_length_per_cycle · no_unique_contribution_detected	✦	0.001
hp_integrated_loading · no_unique_contribution_detected	⬟	0.001
stand_symmetry · no_unique_contribution_detected	■	0.001
fp_maxintensity_loading_fraction · no_unique_contribution_detected	▲	0.001
hp_loading_speed · no_unique_contribution_detected	⬟	9.81e-4
hp_intensity_loading_fraction · no_unique_contribution_detected	▲	9.32e-4
fp_loading_rate · no_unique_contribution_detected	✦	7.59e-4
swing_symmetry · no_unique_contribution_detected	◆	7.52e-4
fp_integrated_loading · no_unique_contribution_detected	◆	7.32e-4
fp_loading_speed · no_unique_contribution_detected	◆	6.30e-4
hp_peak_loading_index · no_unique_contribution_detected	▲	-2.70e-4
hp_maxintensity_loading_fraction · no_unique_contribution_detected	✦	-7.03e-4
fp_peak_loading_index · no_unique_contribution_detected	●	-0.001

Framework Mean Loss from Manuscript feature-evidence export. Shared filters apply to both this plot and its source table.

Application Only

Manuscript validation-performance export

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.

Manuscript validation-performance export. application_only.

catboost	396	115	0.871	0.852	0.861	0.644	0.606
lgbm	396	115	0.859	0.830	0.845	0.636	0.596
xgb	396	115	0.852	0.817	0.835	0.621	0.580

Rows per pagePage 1 of 1

Application Only

Manuscript feature-ranking export

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.

Manuscript feature-ranking export. application_only.

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

Application Only

Manuscript feature-evidence export

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.

Manuscript feature-evidence export. application_only.

duty_cycle_symmetry	0.002	-0.002	0.005	2	1	0	0.228
fp_functional_output	-0.001	-0.009	0.003	2	0	0	0.011
fp_integrated_loading	7.32e-4	-0.004	0.003	2	1	0	0.134
fp_intensity_density	0.022	0.021	0.025	3	3	0	0.985
fp_intensity_loading_fraction	0.002	-5.76e-4	0.003	2	0	0	0.421
fp_loading_rate	7.59e-4	-0.002	0.002	2	0	0	0.329
fp_loading_speed	6.30e-4	-0.002	0.003	2	0	0	0.300
fp_maxintensity_loading_fraction	0.001	-9.38e-4	0.002	2	0	0	0.408
fp_peak_loading_index	-0.001	-0.008	0.003	2	0	0	0.050
fp_propulsion_time	0.002	-0.004	0.005	2	1	1	0.169
fp_stride_length_per_cycle	0.001	-0.004	0.005	2	1	0	0.131
fp_temporal_contact	0.002	-0.001	0.004	2	1	0	0.326
hp_functional_output	-0.001	-0.009	0.003	2	0	0	0.007
hp_integrated_loading	0.001	-5.36e-4	0.003	2	1	0	0.423
hp_intensity_density	0.002	-0.002	0.004	2	1	0	0.269
hp_intensity_loading_fraction	9.32e-4	-0.003	0.003	2	0	0	0.177
hp_loading_rate	0.003	-0.003	0.007	2	2	0	0.195
hp_loading_speed	9.81e-4	-0.005	0.004	2	1	0	0.074
hp_maxintensity_loading_fraction	-7.03e-4	-0.007	0.003	2	0	0	0.017
hp_peak_loading_index	-2.70e-4	-0.006	0.003	2	0	0	0.038
hp_propulsion_loading	0.002	-0.001	0.006	2	1	0	0.336
hp_propulsion_time	0.002	-0.003	0.005	2	1	0	0.154
hp_stride_length_per_cycle	0.003	-9.41e-4	0.006	2	1	0	0.399
hp_temporal_contact	0.003	0.002	0.004	3	1	0	0.786
stand_symmetry	0.001	-0.003	0.004	2	1	0	0.167

Rows per pagePage 1 of 2

Application classifier bundle

Scope, workflow status, and summary measures

Apply filters to tables and figures

Component validation AUC

Classifier feature evidence

Manuscript validation-performance export

Manuscript feature-ranking export

Manuscript feature-evidence export