2026-04-01 A4.xlsx

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.

Organism: Streptococcus gordonii
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Streptococcus gordonii | Run: 2026-04-01 inc4 | Role: sample

Public scientific provenance

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	2026-04-01 inc4	Run date	2026-04-01
Media	LB	Incubator	inc4
Well file	2026-04-01 A4.xlsx	Well ID	A4
Sample role	sample	Sample status	mapped_sample
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source	Nanobiofab holding pathogen resource	Preprocessing	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	Paper label	Manufacturer
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	7.28002	2.0-42.0 h
LW60	end_norm	0.28291	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.28291	2.0-42.0 h
LW60	max_norm	0.28291	2.0-42.0 h
LW60	min_norm	0.00425	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	0.00657	2.0-42.0 h
LW61	auc_norm	35.27112	2.0-42.0 h
LW61	end_norm	1.32459	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.33703	2.0-42.0 h
LW61	max_norm	1.33703	2.0-42.0 h
LW61	min_norm	0.02687	2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	0.00000	2.0-42.0 h
LW61	pct_saturated_rows	0.00000	2.0-42.0 h
LW61	slope_norm	0.02709	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	0.02490	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.00000	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	0.10000	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.08423	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-7.34539	2.0-42.0 h
LW64	end_norm	-0.25876	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.26884	2.0-42.0 h
LW64	max_norm	-0.00295	2.0-42.0 h
LW64	min_norm	-0.26884	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	-0.00456	2.0-42.0 h
LW65	auc_norm	7.80966	2.0-42.0 h
LW65	end_norm	0.27545	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.27696	2.0-42.0 h
LW65	max_norm	0.27696	2.0-42.0 h
LW65	min_norm	0.01003	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	0.00475	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 LB-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 540 source points

Control overlay: mean of 8 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	3451.96000	77.06876	Ready
LW65	5	11842.29636	515.08088	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	0.00–67.83 h	2603.27–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	2603.27–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	2603.27–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	2603.27–48539.60 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	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 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	-0.81056	-0.81056	3502.20	2603.27	2603.27	True
LW60	0.17	-0.22966	-0.22966	3502.20	3211.50	3211.50	True
LW60	0.33	-0.11772	-0.11772	3502.20	3328.70	3328.70	True
LW60	0.50	-0.02355	-0.02355	3502.20	3427.30	3427.30	True
LW60	0.67	0.02926	0.02926	3502.20	3482.60	3482.60	True
LW60	0.83	0.04798	0.04798	3502.20	3502.20	3502.20	True
LW60	1.00	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	1.17	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	1.33	0.05801	0.05801	3502.20	3512.70	3512.70	True
LW60	1.50	0.05199	0.05199	3502.20	3506.40	3506.40	True
LW60	1.67	0.04397	0.04397	3502.20	3498.00	3498.00	True
LW60	1.83	0.04397	0.04397	3502.20	3498.00	3498.00	True
LW60	2.00	0.06220	0.06220	3502.20	3517.09	3517.09	True
LW60	2.17	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	2.33	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	2.50	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	2.67	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	2.83	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.00	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.17	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.33	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.50	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.67	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	3.83	0.06403	0.06403	3502.20	3519.00	3519.00	True
LW60	4.00	0.07874	0.07874	3502.20	3534.40	3534.40	True
LW60	4.17	0.08504	0.08504	3502.20	3541.00	3541.00	True
LW60	4.33	0.08504	0.08504	3502.20	3541.00	3541.00	True
LW60	4.50	0.08504	0.08504	3502.20	3541.00	3541.00	True
LW60	4.67	0.09106	0.09106	3502.20	3547.30	3547.30	True
LW60	4.83	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.00	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.17	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.33	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.50	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.67	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	5.83	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	6.00	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	6.17	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	6.33	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	6.50	0.10510	0.10510	3502.20	3562.00	3562.00	True
LW60	6.67	0.11140	0.11140	3502.20	3568.60	3568.60	True
LW60	6.83	0.12611	0.12611	3502.20	3584.00	3584.00	True
LW60	7.00	0.13212	0.13212	3502.20	3590.30	3590.30	True
LW60	7.17	0.14616	0.14616	3502.20	3605.00	3605.00	True
LW60	7.33	0.16622	0.16622	3502.20	3626.00	3626.00	True
LW60	7.50	0.18303	0.18303	3502.20	3643.60	3643.60	True
LW60	7.67	0.20939	0.20939	3502.20	3671.20	3671.20	True
LW60	7.83	0.23742	0.23742	3502.20	3700.55	3700.55	True
LW60	8.00	0.26717	0.26717	3502.20	3731.70	3731.70	True
LW60	8.17	0.29153	0.29153	3502.20	3757.20	3757.20	True
LW60	8.33	0.31674	0.31674	3502.20	3783.60	3783.60	True
LW60	8.50	0.33947	0.33947	3502.20	3807.40	3807.40	True
LW60	8.67	0.35361	0.35361	3502.20	3822.20	3822.20	True
LW60	8.83	0.37252	0.37252	3502.20	3842.00	3842.00	True
LW60	9.00	0.38856	0.38856	3502.20	3858.80	3858.80	True
LW60	9.17	0.39467	0.39467	3502.20	3865.20	3865.20	True
LW60	9.33	0.41358	0.41358	3502.20	3885.00	3885.00	True
LW60	9.50	0.43164	0.43164	3502.20	3903.90	3903.90	True
LW60	9.67	0.43994	0.43994	3502.20	3912.60	3912.60	True
LW60	9.83	0.46229	0.46229	3502.20	3936.00	3936.00	True
LW60	10.00	0.47566	0.47566	3502.20	3950.00	3950.00	True
LW60	10.17	0.49171	0.49171	3502.20	3966.80	3966.80	True
LW60	10.33	0.50623	0.50623	3502.20	3982.00	3982.00	True
LW60	10.50	0.51673	0.51673	3502.20	3993.00	3993.00	True
LW60	10.67	0.51673	0.51673	3502.20	3993.00	3993.00	True
LW60	10.83	0.52403	0.52403	3502.20	4000.64	4000.64	True
LW60	11.00	0.53679	0.53679	3502.20	4014.00	4014.00	True
LW60	11.17	0.53679	0.53679	3502.20	4014.00	4014.00	True
LW60	11.33	0.53679	0.53679	3502.20	4014.00	4014.00	True
LW60	11.50	0.53679	0.53679	3502.20	4014.00	4014.00	True
LW60	11.67	0.55150	0.55150	3502.20	4029.40	4029.40	True
LW60	11.83	0.55780	0.55780	3502.20	4036.00	4036.00	True
LW60	12.00	0.55990	0.55990	3502.20	4038.20	4038.20	True
LW60	12.17	0.57461	0.57461	3502.20	4053.60	4053.60	True
LW60	12.33	0.57881	0.57881	3502.20	4058.00	4058.00	True
LW60	12.50	0.57881	0.57881	3502.20	4058.00	4058.00	True
LW60	12.67	0.59285	0.59285	3502.20	4072.70	4072.70	True
LW60	12.83	0.59887	0.59887	3502.20	4079.00	4079.00	True
LW60	13.00	0.59887	0.59887	3502.20	4079.00	4079.00	True
LW60	13.17	0.61148	0.61148	3502.20	4092.20	4092.20	True
LW65	0.00	-0.95700	-0.95700	12534.70	7839.27	7839.27	True
LW65	0.17	-0.36522	-0.36522	12534.70	10314.60	10314.60	True
LW65	0.33	-0.18664	-0.18664	12534.70	11061.60	11061.60	True
LW65	0.50	-0.05451	-0.05451	12534.70	11614.30	11614.30	True
LW65	0.67	0.03572	0.03572	12534.70	11991.70	11991.70	True
LW65	0.83	0.08736	0.08736	12534.70	12207.70	12207.70	True
LW65	1.00	0.11807	0.11807	12534.70	12336.18	12336.18	True
LW65	1.17	0.13749	0.13749	12534.70	12417.40	12417.40	True
LW65	1.33	0.14827	0.14827	12534.70	12462.50	12462.50	True
LW65	1.50	0.15305	0.15305	12534.70	12482.50	12482.50	True
LW65	1.67	0.15616	0.15616	12534.70	12495.50	12495.50	True
LW65	1.83	0.17490	0.17490	12534.70	12573.90	12573.90	True
LW65	2.00	0.19560	0.19560	12534.70	12660.45	12660.45	True
LW65	2.17	0.20835	0.20835	12534.70	12713.80	12713.80	True
LW65	2.33	0.21856	0.21856	12534.70	12756.50	12756.50	True
LW65	2.50	0.22836	0.22836	12534.70	12797.50	12797.50	True
LW65	2.67	0.24055	0.24055	12534.70	12848.50	12848.50	True
LW65	2.83	0.25421	0.25421	12534.70	12905.64	12905.64	True
LW65	3.00	0.26673	0.26673	12534.70	12958.00	12958.00	True
LW65	3.17	0.27651	0.27651	12534.70	12998.90	12998.90	True
LW65	3.33	0.28939	0.28939	12534.70	13052.80	13052.80	True
LW65	3.50	0.30223	0.30223	12534.70	13106.50	13106.50	True
LW65	3.67	0.31813	0.31813	12534.70	13173.00	13173.00	True
LW65	3.83	0.33980	0.33980	12534.70	13263.64	13263.64	True
LW65	4.00	0.36286	0.36286	12534.70	13360.10	13360.10	True
LW65	4.17	0.38810	0.38810	12534.70	13465.70	13465.70	True
LW65	4.33	0.41086	0.41086	12534.70	13560.90	13560.90	True
LW65	4.50	0.43563	0.43563	12534.70	13664.50	13664.50	True
LW65	4.67	0.45469	0.45469	12534.70	13744.20	13744.20	True
LW65	4.83	0.46813	0.46813	12534.70	13800.45	13800.45	True
LW65	5.00	0.47644	0.47644	12534.70	13835.20	13835.20	True
LW65	5.17	0.48017	0.48017	12534.70	13850.80	13850.80	True
LW65	5.33	0.48452	0.48452	12534.70	13869.00	13869.00	True
LW65	5.50	0.48949	0.48949	12534.70	13889.80	13889.80	True
LW65	5.67	0.49011	0.49011	12534.70	13892.40	13892.40	True
LW65	5.83	0.49413	0.49413	12534.70	13909.18	13909.18	True
LW65	6.00	0.49633	0.49633	12534.70	13918.40	13918.40	True
LW65	6.17	0.49695	0.49695	12534.70	13921.00	13921.00	True
LW65	6.33	0.50006	0.50006	12534.70	13934.00	13934.00	True
LW65	6.50	0.50255	0.50255	12534.70	13944.40	13944.40	True
LW65	6.67	0.50379	0.50379	12534.70	13949.60	13949.60	True
LW65	6.83	0.50825	0.50825	12534.70	13968.27	13968.27	True
LW65	7.00	0.51436	0.51436	12534.70	13993.80	13993.80	True
LW65	7.17	0.51684	0.51684	12534.70	14004.20	14004.20	True
LW65	7.33	0.52244	0.52244	12534.70	14027.60	14027.60	True
LW65	7.50	0.52865	0.52865	12534.70	14053.60	14053.60	True
LW65	7.67	0.53673	0.53673	12534.70	14087.40	14087.40	True
LW65	7.83	0.54329	0.54329	12534.70	14114.82	14114.82	True
LW65	8.00	0.55227	0.55227	12534.70	14152.40	14152.40	True
LW65	8.17	0.55911	0.55911	12534.70	14181.00	14181.00	True
LW65	8.33	0.56595	0.56595	12534.70	14209.60	14209.60	True
LW65	8.50	0.57216	0.57216	12534.70	14235.60	14235.60	True
LW65	8.67	0.57589	0.57589	12534.70	14251.20	14251.20	True
LW65	8.83	0.58228	0.58228	12534.70	14277.91	14277.91	True
LW65	9.00	0.58273	0.58273	12534.70	14279.80	14279.80	True
LW65	9.17	0.58646	0.58646	12534.70	14295.40	14295.40	True
LW65	9.33	0.59081	0.59081	12534.70	14313.60	14313.60	True
LW65	9.50	0.59899	0.59899	12534.70	14347.80	14347.80	True
LW65	9.67	0.60659	0.60659	12534.70	14379.60	14379.60	True
LW65	9.83	0.61303	0.61303	12534.70	14406.55	14406.55	True
LW65	10.00	0.62026	0.62026	12534.70	14436.80	14436.80	True
LW65	10.17	0.62966	0.62966	12534.70	14476.10	14476.10	True
LW65	10.33	0.63791	0.63791	12534.70	14510.60	14510.60	True
LW65	10.50	0.64226	0.64226	12534.70	14528.80	14528.80	True
LW65	10.67	0.64537	0.64537	12534.70	14541.80	14541.80	True
LW65	10.83	0.64943	0.64943	12534.70	14558.82	14558.82	True
LW65	11.00	0.65282	0.65282	12534.70	14573.00	14573.00	True
LW65	11.17	0.65799	0.65799	12534.70	14594.60	14594.60	True
LW65	11.33	0.65734	0.65734	12534.70	14591.90	14591.90	True
LW65	11.50	0.65799	0.65799	12534.70	14594.60	14594.60	True
LW65	11.67	0.65985	0.65985	12534.70	14602.40	14602.40	True
LW65	11.83	0.66437	0.66437	12534.70	14621.27	14621.27	True
LW65	12.00	0.67109	0.67109	12534.70	14649.40	14649.40	True
LW65	12.17	0.67420	0.67420	12534.70	14662.40	14662.40	True
LW65	12.33	0.67857	0.67857	12534.70	14680.70	14680.70	True
LW65	12.50	0.68245	0.68245	12534.70	14696.90	14696.90	True
LW65	12.67	0.68749	0.68749	12534.70	14718.00	14718.00	True
LW65	12.83	0.69286	0.69286	12534.70	14740.45	14740.45	True
LW65	13.00	0.69557	0.69557	12534.70	14751.80	14751.80	True
LW65	13.17	0.69810	0.69810	12534.70	14762.40	14762.40	True

This region contains a wide data table. Use horizontal scrolling to reveal additional columns when needed.

One sample, linked to its full context

Run and Inclusion Provenance

Sensor and Manufacturing Provenance

Sensor Features

Normalization Policy

Stored max-absolute-scaled response

Channels

Control display

Per-Sensor Baseline Diagnostics

Stored max-absolute-scaled response

Imported baseline-normalized

Source signal (no normalization)

Absolute baseline-relative change

Signed baseline-relative change

Baseline ratio

Baseline z-score

Raw Signal Plot

Immutable source signal

Configured Normalized Time-Series Plot

On-demand normalized signal

Selected-Sensor Time-Series Preview