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
2026-04-13 inc5
Run date
2026-04-13
Media
FB
Incubator
inc5
Well file
2026-04-13 B2.xlsx
Well ID
B2
Sample role
sample
Sample status
mapped_sample
Main analysis included
True
Red/pink flag
False
LW65 problem flag
False
Source group
ATCC 27848
Strain source
ATCC 27848
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
6.30634
2.0-42.0 h
LW60
end_norm
0.21007
2.0-42.0 h
LW60
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW60
max_abs_norm
0.21007
2.0-42.0 h
LW60
max_norm
0.21007
2.0-42.0 h
LW60
min_norm
0.00222
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
0.00528
2.0-42.0 h
LW61
auc_norm
2.0-42.0 h
LW61
end_norm
2.0-42.0 h
LW61
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW61
max_abs_norm
2.0-42.0 h
LW61
max_norm
2.0-42.0 h
LW61
min_norm
2.0-42.0 h
LW61
pct_abnormal_rows
0.00000
2.0-42.0 h
LW61
pct_missing_norm
1.00000
2.0-42.0 h
LW61
pct_saturated_rows
1.00000
2.0-42.0 h
LW61
slope_norm
2.0-42.0 h
LW62
auc_norm
-1.65313
2.0-42.0 h
LW62
end_norm
-0.02815
2.0-42.0 h
LW62
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW62
max_abs_norm
0.06202
2.0-42.0 h
LW62
max_norm
-0.00370
2.0-42.0 h
LW62
min_norm
-0.06202
2.0-42.0 h
LW62
pct_abnormal_rows
0.00000
2.0-42.0 h
LW62
pct_missing_norm
0.00000
2.0-42.0 h
LW62
pct_saturated_rows
0.00000
2.0-42.0 h
LW62
slope_norm
-0.00042
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
0.13817
2.0-42.0 h
LW63
pct_missing_norm
1.00000
2.0-42.0 h
LW63
pct_saturated_rows
0.13734
2.0-42.0 h
LW63
slope_norm
2.0-42.0 h
LW64
auc_norm
2.0-42.0 h
LW64
end_norm
2.0-42.0 h
LW64
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW64
max_abs_norm
2.0-42.0 h
LW64
max_norm
2.0-42.0 h
LW64
min_norm
2.0-42.0 h
LW64
pct_abnormal_rows
0.00000
2.0-42.0 h
LW64
pct_missing_norm
1.00000
2.0-42.0 h
LW64
pct_saturated_rows
0.73452
2.0-42.0 h
LW64
slope_norm
2.0-42.0 h
LW65
auc_norm
2.0-42.0 h
LW65
end_norm
2.0-42.0 h
LW65
excluded_by_metadata_check
0.00000
2.0-42.0 h
LW65
max_abs_norm
2.0-42.0 h
LW65
max_norm
2.0-42.0 h
LW65
min_norm
2.0-42.0 h
LW65
pct_abnormal_rows
0.08838
2.0-42.0 h
LW65
pct_missing_norm
1.00000
2.0-42.0 h
LW65
pct_saturated_rows
0.00000
2.0-42.0 h
LW65
slope_norm
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 814 source points
Control overlay: mean of 5 control samples matched from the same dataset batch. Dashed lines are controls; solid lines are this sample.
Review 1 normalization warning
LW65: No imported baseline-normalized values.
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
35628.90364
774.11129
Ready
LW65
0
No imported baseline-normalized values
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
0.00–67.67 h
5309.09–49923.62 Ω
LW65
5 1 1 1 sample dash pattern
0.00–67.67 h
5309.09–49923.62 Ω
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
5309.09–49923.62 Ω
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
5309.09–49923.62 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
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW60 control mean
Control mean dash pattern for LW60
0.00–67.67 h
-0.89653–1.00000 dimensionless
LW65 control mean
Control mean dash pattern for LW65
0.00–67.67 h
-0.89653–1.00000 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
-0.38974
-0.38974
37249.06
31710.55
31710.55
True
LW60
0.17
-0.19180
-0.19180
37249.06
33700.60
33700.60
True
LW60
0.33
-0.10699
-0.10699
37249.06
34553.20
34553.20
True
LW60
0.50
-0.04186
-0.04186
37249.06
35208.00
35208.00
True
LW60
0.67
0.00849
0.00849
37249.06
35714.30
35714.30
True
LW60
0.83
0.05301
0.05301
37249.06
36161.82
36161.82
True
LW60
1.00
0.08736
0.08736
37249.06
36507.20
36507.20
True
LW60
1.17
0.11446
0.11446
37249.06
36779.70
36779.70
True
LW60
1.33
0.13495
0.13495
37249.06
36985.70
36985.70
True
LW60
1.50
0.14728
0.14728
37249.06
37109.60
37109.60
True
LW60
1.67
0.15740
0.15740
37249.06
37211.40
37211.40
True
LW60
1.83
0.16489
0.16489
37249.06
37286.73
37286.73
True
LW60
2.00
0.16936
0.16936
37249.06
37331.60
37331.60
True
LW60
2.17
0.17200
0.17200
37249.06
37358.20
37358.20
True
LW60
2.33
0.17389
0.17389
37249.06
37377.20
37377.20
True
LW60
2.50
0.17427
0.17427
37249.06
37381.00
37381.00
True
LW60
2.67
0.17540
0.17540
37249.06
37392.40
37392.40
True
LW60
2.83
0.17925
0.17925
37249.06
37431.09
37431.09
True
LW60
3.00
0.18141
0.18141
37249.06
37452.80
37452.80
True
LW60
3.17
0.18141
0.18141
37249.06
37452.80
37452.80
True
LW60
3.33
0.18215
0.18215
37249.06
37460.20
37460.20
True
LW60
3.50
0.17993
0.17993
37249.06
37437.90
37437.90
True
LW60
3.67
0.17994
0.17994
37249.06
37438.00
37438.00
True
LW60
3.83
0.17994
0.17994
37249.06
37438.00
37438.00
True
LW60
4.00
0.18031
0.18031
37249.06
37441.70
37441.70
True
LW60
4.17
0.18068
0.18068
37249.06
37445.40
37445.40
True
LW60
4.33
0.18104
0.18104
37249.06
37449.10
37449.10
True
LW60
4.50
0.18104
0.18104
37249.06
37449.10
37449.10
True
LW60
4.67
0.18252
0.18252
37249.06
37463.90
37463.90
True
LW60
4.83
0.18362
0.18362
37249.06
37475.00
37475.00
True
LW60
5.00
0.18288
0.18288
37249.06
37467.60
37467.60
True
LW60
5.17
0.18400
0.18400
37249.06
37478.80
37478.80
True
LW60
5.33
0.18513
0.18513
37249.06
37490.20
37490.20
True
LW60
5.50
0.18740
0.18740
37249.06
37513.00
37513.00
True
LW60
5.67
0.18853
0.18853
37249.06
37524.40
37524.40
True
LW60
5.83
0.19049
0.19049
37249.06
37544.09
37544.09
True
LW60
6.00
0.19231
0.19231
37249.06
37562.40
37562.40
True
LW60
6.17
0.19534
0.19534
37249.06
37592.80
37592.80
True
LW60
6.33
0.19723
0.19723
37249.06
37611.80
37611.80
True
LW60
6.50
0.20063
0.20063
37249.06
37646.00
37646.00
True
LW60
6.67
0.20479
0.20479
37249.06
37687.80
37687.80
True
LW60
6.83
0.21076
0.21076
37249.06
37747.91
37747.91
True
LW60
7.00
0.21607
0.21607
37249.06
37801.20
37801.20
True
LW60
7.17
0.22284
0.22284
37249.06
37869.30
37869.30
True
LW60
7.33
0.23010
0.23010
37249.06
37942.30
37942.30
True
LW60
7.50
0.24031
0.24031
37249.06
38045.00
38045.00
True
LW60
7.67
0.25052
0.25052
37249.06
38147.60
38147.60
True
LW60
7.83
0.26481
0.26481
37249.06
38291.27
38291.27
True
LW60
8.00
0.27946
0.27946
37249.06
38438.60
38438.60
True
LW60
8.17
0.29509
0.29509
37249.06
38595.70
38595.70
True
LW60
8.33
0.31155
0.31155
37249.06
38761.20
38761.20
True
LW60
8.50
0.32843
0.32843
37249.06
38930.90
38930.90
True
LW60
8.67
0.34920
0.34920
37249.06
39139.70
39139.70
True
LW60
8.83
0.36865
0.36865
37249.06
39335.27
39335.27
True
LW60
9.00
0.38973
0.38973
37249.06
39547.20
39547.20
True
LW60
9.17
0.40951
0.40951
37249.06
39746.10
39746.10
True
LW60
9.33
0.42978
0.42978
37249.06
39949.90
39949.90
True
LW60
9.50
0.45006
0.45006
37249.06
40153.80
40153.80
True
LW60
9.67
0.46687
0.46687
37249.06
40322.80
40322.80
True
LW60
9.83
0.48512
0.48512
37249.06
40506.27
40506.27
True
LW60
10.00
0.50300
0.50300
37249.06
40686.00
40686.00
True
LW60
10.17
0.51759
0.51759
37249.06
40832.70
40832.70
True
LW60
10.33
0.52983
0.52983
37249.06
40955.80
40955.80
True
LW60
10.50
0.54527
0.54527
37249.06
41111.00
41111.00
True
LW60
10.67
0.55596
0.55596
37249.06
41218.50
41218.50
True
LW60
10.83
0.57132
0.57132
37249.06
41372.91
41372.91
True
LW60
11.00
0.58496
0.58496
37249.06
41510.00
41510.00
True
LW60
11.17
0.59695
0.59695
37249.06
41630.60
41630.60
True
LW60
11.33
0.60933
0.60933
37249.06
41755.00
41755.00
True
LW60
11.50
0.62012
0.62012
37249.06
41863.50
41863.50
True
LW60
11.67
0.63214
0.63214
37249.06
41984.40
41984.40
True
LW60
11.83
0.64364
0.64364
37249.06
42100.00
42100.00
True
LW60
12.00
0.65426
0.65426
37249.06
42206.80
42206.80
True
LW60
12.17
0.66430
0.66430
37249.06
42307.70
42307.70
True
LW60
12.33
0.67237
0.67237
37249.06
42388.80
42388.80
True
LW60
12.50
0.68206
0.68206
37249.06
42486.30
42486.30
True
LW60
12.67
0.68969
0.68969
37249.06
42563.00
42563.00
True
LW60
12.83
0.69827
0.69827
37249.06
42649.27
42649.27
True
LW60
13.00
0.70675
0.70675
37249.06
42734.50
42734.50
True
LW60
13.17
0.71486
0.71486
37249.06
42816.00
42816.00
True
LW65
0.00
5309.09
False
LW65
0.17
5538.30
False
LW65
0.33
5674.10
False
LW65
0.50
5783.80
False
LW65
0.67
5871.10
False
LW65
0.83
5946.09
False
LW65
1.00
6008.30
False
LW65
1.17
6055.50
False
LW65
1.33
6098.20
False
LW65
1.50
6125.20
False
LW65
1.67
6147.80
False
LW65
1.83
6173.00
False
LW65
2.00
6188.20
False
LW65
2.17
6206.40
False
LW65
2.33
6221.80
False
LW65
2.50
6224.00
False
LW65
2.67
6228.60
False
LW65
2.83
6247.00
False
LW65
3.00
6253.60
False
LW65
3.17
6262.40
False
LW65
3.33
6269.00
False
LW65
3.50
6269.00
False
LW65
3.67
6269.00
False
LW65
3.83
6269.00
False
LW65
4.00
6282.80
False
LW65
4.17
6289.70
False
LW65
4.33
6292.00
False
LW65
4.50
6292.00
False
LW65
4.67
6292.00
False
LW65
4.83
6292.00
False
LW65
5.00
6292.00
False
LW65
5.17
6296.60
6315.00
False
LW65
5.33
6301.20
6315.00
False
LW65
5.50
6301.20
6315.00
False
LW65
5.67
6310.40
6315.00
False
LW65
5.83
6315.00
6315.00
False
LW65
6.00
6312.70
6315.00
False
LW65
6.17
6315.00
6315.00
False
LW65
6.33
6315.00
6315.00
False
LW65
6.50
6317.20
6317.20
False
LW65
6.67
6328.20
6328.20
False
LW65
6.83
6335.00
6335.00
False
LW65
7.00
6337.00
6337.00
False
LW65
7.17
6337.00
6337.00
False
LW65
7.33
6339.30
6339.30
False
LW65
7.50
6353.10
6353.10
False
LW65
7.67
6360.00
6360.00
False
LW65
7.83
6372.00
6372.00
False
LW65
8.00
6382.00
6382.00
False
LW65
8.17
6395.80
6395.80
False
LW65
8.33
6409.60
6409.60
False
LW65
8.50
6425.70
6425.70
False
LW65
8.67
6445.60
6445.60
False
LW65
8.83
6458.36
6458.36
False
LW65
9.00
6482.20
6482.20
False
LW65
9.17
6496.00
6496.00
False
LW65
9.33
6516.00
6516.00
False
LW65
9.50
6536.40
6536.40
False
LW65
9.67
6552.50
6552.50
False
LW65
9.83
6572.36
6572.36
False
LW65
10.00
6593.60
6593.60
False
LW65
10.17
6615.90
6615.90
False
LW65
10.33
6632.00
6632.00
False
LW65
10.50
6652.70
6652.70
False
LW65
10.67
6664.20
6664.20
False
LW65
10.83
6678.00
6678.00
False
LW65
11.00
6691.20
6691.20
False
LW65
11.17
6702.30
6702.30
False
LW65
11.33
6716.10
6716.10
False
LW65
11.50
6732.20
6732.20
False
LW65
11.67
6746.00
6746.00
False
LW65
11.83
6754.36
6754.36
False
LW65
12.00
6769.00
6769.00
False
LW65
12.17
6788.80
6788.80
False
LW65
12.33
6791.00
6791.00
False
LW65
12.50
6793.30
6793.30
False
LW65
12.67
6814.00
6814.00
False
LW65
12.83
6818.18
6818.18
False
LW65
13.00
6832.40
6832.40
False
LW65
13.17
6837.00
6837.00
False
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