Inspect this sample's raw signals, on-demand normalization, sensor provenance, and response features.
Evidence overview
One sample, linked to its full context
This record preserves the published source signal and applies the dataset's staff-approved normalization policy on demand. Control overlays are shown by default when compatible controls exist.
The public record includes the dataset, run, medium, sample role, published inclusion and preprocessing context, channel design, manufacturer, and platform. Physical sensor IDs, internal array IDs, private manufacturing fields, file paths, and review notes remain protected.
View run and inclusion details
Run and Inclusion Provenance
Run folder
2026-04-15 inc4
Run date
2026-04-15
Media
FB
Incubator
inc4
Well file
2026-04-15 B3.xlsx
Well ID
B3
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
NBF
Strain source
NBF
Preprocessing
fb_good_data_r0_90_120
Baseline window
90-120 minutes
Feature window
120-2520 minutes
View sensor and manufacturing details
Sensor and Manufacturing Provenance
Channel
Design version
Paper label
Manufacturer
Platform/version
LW60
Mapping not established
Not specified
LW61
Mapping not established
Not specified
LW62
Mapping not established
Not specified
LW63
Mapping not established
Not specified
LW64
Mapping not established
Not specified
LW65
Mapping not established
Not specified
View derived sensor features
Sensor Features
Sensor
Feature
Value
Window
LW60
auc_norm
2.45283
2.0-42.0 h
LW60
end_norm
0.09078
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.09631
2.0-42.0 h
LW60
max_norm
0.09631
2.0-42.0 h
LW60
min_norm
-0.01837
2.0-42.0 h
LW60
pct_abnormal_rows
0.00000
2.0-42.0 h
LW60
pct_missing_norm
0.00000
2.0-42.0 h
LW60
pct_saturated_rows
0.00000
2.0-42.0 h
LW60
slope_norm
0.00281
2.0-42.0 h
LW61
auc_norm
34.22717
2.0-42.0 h
LW61
end_norm
1.27424
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
1.27754
2.0-42.0 h
LW61
max_norm
1.27754
2.0-42.0 h
LW61
min_norm
0.07109
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
0.21162
2.0-42.0 h
LW61
pct_saturated_rows
0.28567
2.0-42.0 h
LW61
slope_norm
0.03696
2.0-42.0 h
LW62
auc_norm
2.0-42.0 h
LW62
end_norm
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
2.0-42.0 h
LW62
max_norm
2.0-42.0 h
LW62
min_norm
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
1.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.98672
2.0-42.0 h
LW62
slope_norm
2.0-42.0 h
LW63
auc_norm
2.0-42.0 h
LW63
end_norm
2.0-42.0 h
LW63
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW63
max_abs_norm
2.0-42.0 h
LW63
max_norm
2.0-42.0 h
LW63
min_norm
2.0-42.0 h
LW63
pct_abnormal_rows
0.00000
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
1.00000
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
0.01318
2.0-42.0 h
LW64
end_norm
0.05246
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
0.05246
2.0-42.0 h
LW64
max_norm
0.05246
2.0-42.0 h
LW64
min_norm
-0.03657
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
0.00000
2.0-42.0 h
LW64
pct_saturated_rows
0.00000
2.0-42.0 h
LW64
slope_norm
-0.00012
2.0-42.0 h
LW65
auc_norm
4.97403
2.0-42.0 h
LW65
end_norm
0.15791
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
0.17703
2.0-42.0 h
LW65
max_norm
0.17703
2.0-42.0 h
LW65
min_norm
-0.01314
2.0-42.0 h
LW65
pct_abnormal_rows
0.00000
2.0-42.0 h
LW65
pct_missing_norm
0.00000
2.0-42.0 h
LW65
pct_saturated_rows
0.00000
2.0-42.0 h
LW65
slope_norm
0.00435
2.0-42.0 h
Staff-approved calculation
Normalization Policy
The normalized plot is calculated on demand with the policy saved for this dataset. Visitors may choose channels and control visibility, but only authorized staff can change the scientific calculation. Stored source measurements are never overwritten.
Saved dataset policy
Stored max-absolute-scaled response
Uses clean resistance and a mean baseline from 0.3 to 1 hours, then divides the signed baseline-relative response by the maximum absolute value of its sample-by-sensor trace. Values are dimensionless and bounded from -1 to 1. This policy applies to every public normalized view of FB-v0.
x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace
Source: Clean signal · Baseline: Mean 0.30–1 h · Calculated from 564 source points
Control overlay: mean of 5 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.
View per-sensor baseline diagnostics and readiness
Per-Sensor Baseline Diagnostics
Ready means the selected source has enough valid baseline points for this strategy. A warning explains why a channel could not be calculated.
Sensor
Baseline points
Center
Standard deviation
Status
LW60
5
4322.56000
48.42317
Ready
LW65
5
14432.42364
382.85950
Ready
Compare every normalization strategy
Stored max-absolute-scaled response
x = (clean signal - mean R0) / abs(mean R0); y = x / max(|x|), per sample and sensor trace
Calculates a signed response from the approved baseline window, then preserves its sign and shape while scaling each trace to the interval [-1, 1].
Use with care: Because each trace is scaled independently, response magnitude cannot be compared between samples or sensor channels.
Imported baseline-normalized
Use the normalized value supplied with the published dataset
Reproduces the source dataset's stored response without recalculating a baseline.
Use with care: The source pipeline and baseline definition may differ between datasets; inspect dataset provenance before comparing values.
Source signal (no normalization)
y = raw or clean signal
Shows the selected source measurement as stored, with no baseline transformation.
Use with care: Absolute sensor levels can differ across channels and arrays, so magnitude alone is not a cross-sensor comparison.
Absolute baseline-relative change
|ΔR/R₀| = |R(t) − R₀| / |R₀|
Reports the size of change from the baseline while ignoring direction.
Use with care: A missing or near-zero baseline cannot produce a stable value.
Signed baseline-relative change
ΔR/R₀ = (R(t) − R₀) / |R₀|
Preserves whether the signal rises or falls relative to the baseline.
Use with care: A missing or near-zero baseline cannot produce a stable value.
Baseline ratio
R(t) / R₀
Expresses each measurement as a multiple of its baseline level.
Use with care: Ratios become unstable when the baseline is close to zero.
Baseline z-score
z = (R(t) − center(R₀)) / sd(R₀)
Expresses change in units of baseline variability for that sensor.
Use with care: Requires at least two variable baseline observations.
Raw Signal Plot
Immutable source signal
Direct resistance evidence before normalization.
Line pattern identifies channel and control role; color is supplementary.
X: elapsed time (hours), linear scaleY: raw resistance (Ω), linear scale
Channel and role
Visual style
Elapsed time range
Raw resistance range
LW60
Solid sample line
0.00–46.83 h
3677.55–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
3677.55–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
3677.55–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 h
3677.55–49923.62 Ω
Configured Normalized Time-Series Plot
On-demand normalized signal
Stored max-absolute-scaled response; stored raw measurements are unchanged.
Line pattern identifies channel and control role; color is supplementary.
X: elapsed time (hours), linear scaleY: Max-absolute-scaled response (dimensionless), linear scale
Channel and role
Visual style
Elapsed time range
Max-absolute-scaled response range
LW60
Solid sample line
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW65
5 1 1 1 sample dash pattern
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–46.83 h
-1.00000–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–46.83 h
-1.00000–1.00000 dimensionless
Selected-Sensor Time-Series Preview
The displayed value follows the selected strategy. Imported and source values remain available for provenance.
View 160 selected-sensor source values
Sensor
Elapsed h
Displayed value
Imported normalized
R0
Raw
Clean
Baseline valid
LW60
0.00
-1.00000
-1.00000
4377.40
3677.55
3677.55
True
LW60
0.17
-0.21203
-0.21203
4377.40
4185.80
4185.80
True
LW60
0.33
-0.10784
-0.10784
4377.40
4253.00
4253.00
True
LW60
0.50
-0.03637
-0.03637
4377.40
4299.10
4299.10
True
LW60
0.67
0.01014
0.01014
4377.40
4329.10
4329.10
True
LW60
0.83
0.05122
0.05122
4377.40
4355.60
4355.60
True
LW60
1.00
0.08285
0.08285
4377.40
4376.00
4376.00
True
LW60
1.17
0.09525
0.09525
4377.40
4384.00
4384.00
True
LW60
1.33
0.09525
0.09525
4377.40
4384.00
4384.00
True
LW60
1.50
0.09525
0.09525
4377.40
4384.00
4384.00
True
LW60
1.67
0.07479
0.07479
4377.40
4370.80
4370.80
True
LW60
1.83
0.06425
0.06425
4377.40
4364.00
4364.00
True
LW60
2.00
0.11479
0.11479
4377.40
4396.60
4396.60
True
LW60
2.17
0.07510
0.07510
4377.40
4371.00
4371.00
True
LW60
2.33
0.06115
0.06115
4377.40
4362.00
4362.00
True
LW60
2.50
0.07138
0.07138
4377.40
4368.60
4368.60
True
LW60
2.67
0.08843
0.08843
4377.40
4379.60
4379.60
True
LW60
2.83
0.06115
0.06115
4377.40
4362.00
4362.00
True
LW60
3.00
0.06115
0.06115
4377.40
4362.00
4362.00
True
LW60
3.17
0.03386
0.03386
4377.40
4344.40
4344.40
True
LW60
3.33
0.02704
0.02704
4377.40
4340.00
4340.00
True
LW60
3.50
0.02363
0.02363
4377.40
4337.80
4337.80
True
LW60
3.67
0.08843
0.08843
4377.40
4379.60
4379.60
True
LW60
3.83
0.03324
0.03324
4377.40
4344.00
4344.00
True
LW60
4.00
0.02363
0.02363
4377.40
4337.80
4337.80
True
LW60
4.17
0.02704
0.02704
4377.40
4340.00
4340.00
True
LW60
4.33
0.02704
0.02704
4377.40
4340.00
4340.00
True
LW60
4.50
0.02363
0.02363
4377.40
4337.80
4337.80
True
LW60
4.67
-0.00366
-0.00366
4377.40
4320.20
4320.20
True
LW60
4.83
-0.00707
-0.00707
4377.40
4318.00
4318.00
True
LW60
5.00
-0.03312
-0.03312
4377.40
4301.20
4301.20
True
LW60
5.17
0.01743
0.01743
4377.40
4333.80
4333.80
True
LW60
5.33
0.04409
0.04409
4377.40
4351.00
4351.00
True
LW60
5.50
-0.02660
-0.02660
4377.40
4305.40
4305.40
True
LW60
5.67
-0.02986
-0.02986
4377.40
4303.30
4303.30
True
LW60
5.83
-0.00707
-0.00707
4377.40
4318.00
4318.00
True
LW60
6.00
-0.00707
-0.00707
4377.40
4318.00
4318.00
True
LW60
6.17
-0.01033
-0.01033
4377.40
4315.90
4315.90
True
LW60
6.33
-0.02660
-0.02660
4377.40
4305.40
4305.40
True
LW60
6.50
-0.03963
-0.03963
4377.40
4297.00
4297.00
True
LW60
6.67
-0.03963
-0.03963
4377.40
4297.00
4297.00
True
LW60
6.83
0.04592
0.04592
4377.40
4352.18
4352.18
True
LW60
7.00
0.03091
0.03091
4377.40
4342.50
4342.50
True
LW60
7.17
-0.00707
-0.00707
4377.40
4318.00
4318.00
True
LW60
7.33
0.00316
0.00316
4377.40
4324.60
4324.60
True
LW60
7.50
0.02719
0.02719
4377.40
4340.10
4340.10
True
LW60
7.67
0.03386
0.03386
4377.40
4344.40
4344.40
True
LW60
7.83
0.06115
0.06115
4377.40
4362.00
4362.00
True
LW60
8.00
0.06115
0.06115
4377.40
4362.00
4362.00
True
LW60
8.17
0.09184
0.09184
4377.40
4381.80
4381.80
True
LW60
8.33
0.09525
0.09525
4377.40
4384.00
4384.00
True
LW60
8.50
0.18579
0.18579
4377.40
4442.40
4442.40
True
LW60
8.67
0.16533
0.16533
4377.40
4429.20
4429.20
True
LW60
8.83
0.14642
0.14642
4377.40
4417.00
4417.00
True
LW60
9.00
0.16533
0.16533
4377.40
4429.20
4429.20
True
LW60
9.17
0.19603
0.19603
4377.40
4449.00
4449.00
True
LW60
9.33
0.20626
0.20626
4377.40
4455.60
4455.60
True
LW60
9.50
0.23013
0.23013
4377.40
4471.00
4471.00
True
LW60
9.67
0.23044
0.23044
4377.40
4471.20
4471.20
True
LW60
9.83
0.23028
0.23028
4377.40
4471.09
4471.09
True
LW60
10.00
0.26409
0.26409
4377.40
4492.90
4492.90
True
LW60
10.17
0.33091
0.33091
4377.40
4536.00
4536.00
True
LW60
10.33
0.28812
0.28812
4377.40
4508.40
4508.40
True
LW60
10.50
0.29494
0.29494
4377.40
4512.80
4512.80
True
LW60
10.67
0.31137
0.31137
4377.40
4523.40
4523.40
True
LW60
10.83
0.33091
0.33091
4377.40
4536.00
4536.00
True
LW60
11.00
0.33773
0.33773
4377.40
4540.40
4540.40
True
LW60
11.17
0.36160
0.36160
4377.40
4555.80
4555.80
True
LW60
11.33
0.36502
0.36502
4377.40
4558.00
4558.00
True
LW60
11.50
0.36502
0.36502
4377.40
4558.00
4558.00
True
LW60
11.67
0.38889
0.38889
4377.40
4573.40
4573.40
True
LW60
11.83
0.39602
0.39602
4377.40
4578.00
4578.00
True
LW60
12.00
0.36502
0.36502
4377.40
4558.00
4558.00
True
LW60
12.17
0.39230
0.39230
4377.40
4575.60
4575.60
True
LW60
12.33
0.39912
0.39912
4377.40
4580.00
4580.00
True
LW60
12.50
0.40253
0.40253
4377.40
4582.20
4582.20
True
LW60
12.67
0.41618
0.41618
4377.40
4591.00
4591.00
True
LW60
12.83
0.40532
0.40532
4377.40
4584.00
4584.00
True
LW60
13.00
0.39912
0.39912
4377.40
4580.00
4580.00
True
LW60
13.17
0.40936
0.40936
4377.40
4586.60
4586.60
True
LW65
0.00
-0.81789
-0.81789
15261.51
11544.64
11544.64
True
LW65
0.17
-0.28014
-0.28014
15261.51
13443.30
13443.30
True
LW65
0.33
-0.14927
-0.14927
15261.51
13905.40
13905.40
True
LW65
0.50
-0.06138
-0.06138
15261.51
14215.70
14215.70
True
LW65
0.67
0.01401
0.01401
15261.51
14481.90
14481.90
True
LW65
0.83
0.07134
0.07134
15261.51
14684.30
14684.30
True
LW65
1.00
0.12530
0.12530
15261.51
14874.82
14874.82
True
LW65
1.17
0.17129
0.17129
15261.51
15037.20
15037.20
True
LW65
1.33
0.20958
0.20958
15261.51
15172.40
15172.40
True
LW65
1.50
0.22909
0.22909
15261.51
15241.30
15241.30
True
LW65
1.67
0.24204
0.24204
15261.51
15287.00
15287.00
True
LW65
1.83
0.24054
0.24054
15261.51
15281.73
15281.73
True
LW65
2.00
0.17803
0.17803
15261.51
15061.00
15061.00
True
LW65
2.17
0.20227
0.20227
15261.51
15146.60
15146.60
True
LW65
2.33
0.24869
0.24869
15261.51
15310.50
15310.50
True
LW65
2.50
0.28642
0.28642
15261.51
15443.70
15443.70
True
LW65
2.67
0.30154
0.30154
15261.51
15497.10
15497.10
True
LW65
2.83
0.31390
0.31390
15261.51
15540.73
15540.73
True
LW65
3.00
0.31814
0.31814
15261.51
15555.70
15555.70
True
LW65
3.17
0.31584
0.31584
15261.51
15547.60
15547.60
True
LW65
3.33
0.31355
0.31355
15261.51
15539.50
15539.50
True
LW65
3.50
0.29469
0.29469
15261.51
15472.90
15472.90
True
LW65
3.67
0.21932
0.21932
15261.51
15206.80
15206.80
True
LW65
3.83
0.25154
0.25154
15261.51
15320.55
15320.55
True
LW65
4.00
0.29925
0.29925
15261.51
15489.00
15489.00
True
LW65
4.17
0.32120
0.32120
15261.51
15566.50
15566.50
True
LW65
4.33
0.33318
0.33318
15261.51
15608.80
15608.80
True
LW65
4.50
0.34080
0.34080
15261.51
15635.70
15635.70
True
LW65
4.67
0.33927
0.33927
15261.51
15630.30
15630.30
True
LW65
4.83
0.33656
0.33656
15261.51
15620.73
15620.73
True
LW65
5.00
0.32944
0.32944
15261.51
15595.60
15595.60
True
LW65
5.17
0.28041
0.28041
15261.51
15422.50
15422.50
True
LW65
5.33
0.24651
0.24651
15261.51
15302.80
15302.80
True
LW65
5.50
0.28565
0.28565
15261.51
15441.00
15441.00
True
LW65
5.67
0.32417
0.32417
15261.51
15577.00
15577.00
True
LW65
5.83
0.34281
0.34281
15261.51
15642.82
15642.82
True
LW65
6.00
0.35456
0.35456
15261.51
15684.30
15684.30
True
LW65
6.17
0.36122
0.36122
15261.51
15707.80
15707.80
True
LW65
6.33
0.35456
0.35456
15261.51
15684.30
15684.30
True
LW65
6.50
0.35227
0.35227
15261.51
15676.20
15676.20
True
LW65
6.67
0.34462
0.34462
15261.51
15649.20
15649.20
True
LW65
6.83
0.28506
0.28506
15261.51
15438.91
15438.91
True
LW65
7.00
0.27917
0.27917
15261.51
15418.10
15418.10
True
LW65
7.17
0.32494
0.32494
15261.51
15579.70
15579.70
True
LW65
7.33
0.36277
0.36277
15261.51
15713.30
15713.30
True
LW65
7.50
0.38345
0.38345
15261.51
15786.30
15786.30
True
LW65
7.67
0.39634
0.39634
15261.51
15831.80
15831.80
True
LW65
7.83
0.40762
0.40762
15261.51
15871.64
15871.64
True
LW65
8.00
0.41058
0.41058
15261.51
15882.10
15882.10
True
LW65
8.17
0.41594
0.41594
15261.51
15901.00
15901.00
True
LW65
8.33
0.41520
0.41520
15261.51
15898.40
15898.40
True
LW65
8.50
0.36062
0.36062
15261.51
15705.70
15705.70
True
LW65
8.67
0.38181
0.38181
15261.51
15780.50
15780.50
True
LW65
8.83
0.42987
0.42987
15261.51
15950.18
15950.18
True
LW65
9.00
0.46488
0.46488
15261.51
16073.80
16073.80
True
LW65
9.17
0.48552
0.48552
15261.51
16146.70
16146.70
True
LW65
9.33
0.49776
0.49776
15261.51
16189.90
16189.90
True
LW65
9.50
0.50694
0.50694
15261.51
16222.30
16222.30
True
LW65
9.67
0.51402
0.51402
15261.51
16247.30
16247.30
True
LW65
9.83
0.51473
0.51473
15261.51
16249.82
16249.82
True
LW65
10.00
0.49929
0.49929
15261.51
16195.30
16195.30
True
LW65
10.17
0.46794
0.46794
15261.51
16084.60
16084.60
True
LW65
10.33
0.49470
0.49470
15261.51
16179.10
16179.10
True
LW65
10.50
0.53294
0.53294
15261.51
16314.10
16314.10
True
LW65
10.67
0.55970
0.55970
15261.51
16408.60
16408.60
True
LW65
10.83
0.58139
0.58139
15261.51
16485.18
16485.18
True
LW65
11.00
0.59111
0.59111
15261.51
16519.50
16519.50
True
LW65
11.17
0.59816
0.59816
15261.51
16544.40
16544.40
True
LW65
11.33
0.59975
0.59975
15261.51
16550.00
16550.00
True
LW65
11.50
0.60051
0.60051
15261.51
16552.70
16552.70
True
LW65
11.67
0.57120
0.57120
15261.51
16449.20
16449.20
True
LW65
11.83
0.56749
0.56749
15261.51
16436.09
16436.09
True
LW65
12.00
0.59270
0.59270
15261.51
16525.10
16525.10
True
LW65
12.17
0.62731
0.62731
15261.51
16647.30
16647.30
True
LW65
12.33
0.64668
0.64668
15261.51
16715.70
16715.70
True
LW65
12.50
0.65821
0.65821
15261.51
16756.40
16756.40
True
LW65
12.67
0.66834
0.66834
15261.51
16792.20
16792.20
True
LW65
12.83
0.67053
0.67053
15261.51
16799.91
16799.91
True
LW65
13.00
0.66914
0.66914
15261.51
16795.00
16795.00
True
LW65
13.17
0.66211
0.66211
15261.51
16770.20
16770.20
True
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