2026-03-30 A3.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: Staphylococcus aureus
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus aureus | Run: 2026-03-30 inc5 | 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	2026-03-30 inc5	Run date	2026-03-30
Media	LB	Incubator	inc5
Well file	2026-03-30 A3.xlsx	Well ID	A3
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	9.08904	2.0-42.0 h
LW60	end_norm	0.34130	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.34130	2.0-42.0 h
LW60	max_norm	0.34130	2.0-42.0 h
LW60	min_norm	-0.01235	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	0.00851	2.0-42.0 h
LW61	auc_norm	20.59056	2.0-42.0 h
LW61	end_norm	0.60118	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.65226	2.0-42.0 h
LW61	max_norm	0.65226	2.0-42.0 h
LW61	min_norm	0.02431	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	0.01287	2.0-42.0 h
LW62	auc_norm	-12.01743	2.0-42.0 h
LW62	end_norm	-0.39518	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.40057	2.0-42.0 h
LW62	max_norm	0.00425	2.0-42.0 h
LW62	min_norm	-0.40057	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	-0.00777	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	0.12146	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.07925	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-3.49121	2.0-42.0 h
LW64	end_norm	-0.05521	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.17334	2.0-42.0 h
LW64	max_norm	0.06671	2.0-42.0 h
LW64	min_norm	-0.17334	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	-0.00282	2.0-42.0 h
LW65	auc_norm	1.74957	2.0-42.0 h
LW65	end_norm	0.07237	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.07237	2.0-42.0 h
LW65	max_norm	0.07237	2.0-42.0 h
LW65	min_norm	-0.01130	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	0.00218	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 830 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	13027.86364	114.64628	Ready
LW65	5	6135.70545	86.39522	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	0.00–69.00 h	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 h	5231.72–48539.60 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	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–69.00 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–69.00 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	-0.28742	-0.28742	13114.91	11611.09	11611.09	True
LW60	0.17	-0.08899	-0.08899	13114.91	12589.20	12589.20	True
LW60	0.33	-0.03641	-0.03641	13114.91	12848.40	12848.40	True
LW60	0.50	-0.00847	-0.00847	13114.91	12986.10	12986.10	True
LW60	0.67	0.00713	0.00713	13114.91	13063.00	13063.00	True
LW60	0.83	0.01764	0.01764	13114.91	13114.82	13114.82	True
LW60	1.00	0.02011	0.02011	13114.91	13127.00	13127.00	True
LW60	1.17	0.01910	0.01910	13114.91	13122.00	13122.00	True
LW60	1.33	0.02214	0.02214	13114.91	13137.00	13137.00	True
LW60	1.50	0.02113	0.02113	13114.91	13132.00	13132.00	True
LW60	1.67	0.01910	0.01910	13114.91	13122.00	13122.00	True
LW60	1.83	0.01622	0.01622	13114.91	13107.82	13107.82	True
LW60	2.00	0.01488	0.01488	13114.91	13101.20	13101.20	True
LW60	2.17	0.01382	0.01382	13114.91	13096.00	13096.00	True
LW60	2.33	0.00875	0.00875	13114.91	13071.00	13071.00	True
LW60	2.50	0.00770	0.00770	13114.91	13065.80	13065.80	True
LW60	2.67	0.00611	0.00611	13114.91	13058.00	13058.00	True
LW60	2.83	0.00204	0.00204	13114.91	13037.91	13037.91	True
LW60	3.00	-0.00180	-0.00180	13114.91	13019.00	13019.00	True
LW60	3.17	-0.00433	-0.00433	13114.91	13006.50	13006.50	True
LW60	3.33	-0.00687	-0.00687	13114.91	12994.00	12994.00	True
LW60	3.50	-0.00687	-0.00687	13114.91	12994.00	12994.00	True
LW60	3.67	-0.01003	-0.01003	13114.91	12978.40	12978.40	True
LW60	3.83	-0.01214	-0.01214	13114.91	12968.00	12968.00	True
LW60	4.00	-0.01214	-0.01214	13114.91	12968.00	12968.00	True
LW60	4.17	-0.01316	-0.01316	13114.91	12963.00	12963.00	True
LW60	4.33	-0.01519	-0.01519	13114.91	12953.00	12953.00	True
LW60	4.50	-0.01468	-0.01468	13114.91	12955.50	12955.50	True
LW60	4.67	-0.01367	-0.01367	13114.91	12960.50	12960.50	True
LW60	4.83	-0.00879	-0.00879	13114.91	12984.55	12984.55	True
LW60	5.00	-0.00687	-0.00687	13114.91	12994.00	12994.00	True
LW60	5.17	-0.00433	-0.00433	13114.91	13006.50	13006.50	True
LW60	5.33	-0.00074	-0.00074	13114.91	13024.20	13024.20	True
LW60	5.50	0.00506	0.00506	13114.91	13052.80	13052.80	True
LW60	5.67	0.01027	0.01027	13114.91	13078.50	13078.50	True
LW60	5.83	0.01766	0.01766	13114.91	13114.91	13114.91	True
LW60	6.00	0.02214	0.02214	13114.91	13137.00	13137.00	True
LW60	6.17	0.02417	0.02417	13114.91	13147.00	13147.00	True
LW60	6.33	0.02366	0.02366	13114.91	13144.50	13144.50	True
LW60	6.50	0.02366	0.02366	13114.91	13144.50	13144.50	True
LW60	6.67	0.02214	0.02214	13114.91	13137.00	13137.00	True
LW60	6.83	0.02002	0.02002	13114.91	13126.55	13126.55	True
LW60	7.00	0.02113	0.02113	13114.91	13132.00	13132.00	True
LW60	7.17	0.02522	0.02522	13114.91	13152.20	13152.20	True
LW60	7.33	0.03103	0.03103	13114.91	13180.80	13180.80	True
LW60	7.50	0.03827	0.03827	13114.91	13216.50	13216.50	True
LW60	7.67	0.04864	0.04864	13114.91	13267.60	13267.60	True
LW60	7.83	0.06393	0.06393	13114.91	13343.00	13343.00	True
LW60	8.00	0.08412	0.08412	13114.91	13442.50	13442.50	True
LW60	8.17	0.10763	0.10763	13114.91	13558.40	13558.40	True
LW60	8.33	0.13699	0.13699	13114.91	13703.10	13703.10	True
LW60	8.50	0.16906	0.16906	13114.91	13861.20	13861.20	True
LW60	8.67	0.21073	0.21073	13114.91	14066.60	14066.60	True
LW60	8.83	0.25557	0.25557	13114.91	14287.64	14287.64	True
LW60	9.00	0.30182	0.30182	13114.91	14515.60	14515.60	True
LW60	9.17	0.33803	0.33803	13114.91	14694.10	14694.10	True
LW60	9.33	0.36850	0.36850	13114.91	14844.30	14844.30	True
LW60	9.50	0.39368	0.39368	13114.91	14968.40	14968.40	True
LW60	9.67	0.41839	0.41839	13114.91	15090.20	15090.20	True
LW60	9.83	0.44253	0.44253	13114.91	15209.18	15209.18	True
LW60	10.00	0.46475	0.46475	13114.91	15318.70	15318.70	True
LW60	10.17	0.48037	0.48037	13114.91	15395.70	15395.70	True
LW60	10.33	0.49331	0.49331	13114.91	15459.50	15459.50	True
LW60	10.50	0.50631	0.50631	13114.91	15523.60	15523.60	True
LW60	10.67	0.52094	0.52094	13114.91	15595.70	15595.70	True
LW60	10.83	0.53249	0.53249	13114.91	15652.64	15652.64	True
LW60	11.00	0.54157	0.54157	13114.91	15697.40	15697.40	True
LW60	11.17	0.54912	0.54912	13114.91	15734.60	15734.60	True
LW60	11.33	0.55734	0.55734	13114.91	15775.10	15775.10	True
LW60	11.50	0.56336	0.56336	13114.91	15804.80	15804.80	True
LW60	11.67	0.56720	0.56720	13114.91	15823.70	15823.70	True
LW60	11.83	0.57259	0.57259	13114.91	15850.27	15850.27	True
LW60	12.00	0.57529	0.57529	13114.91	15863.60	15863.60	True
LW60	12.17	0.57740	0.57740	13114.91	15874.00	15874.00	True
LW60	12.33	0.57904	0.57904	13114.91	15882.10	15882.10	True
LW60	12.50	0.58069	0.58069	13114.91	15890.20	15890.20	True
LW60	12.67	0.58288	0.58288	13114.91	15901.00	15901.00	True
LW60	12.83	0.58616	0.58616	13114.91	15917.20	15917.20	True
LW60	13.00	0.58836	0.58836	13114.91	15928.00	15928.00	True
LW60	13.17	0.59438	0.59438	13114.91	15957.70	15957.70	True
LW65	0.00	-1.00000	-1.00000	6227.35	5361.91	5361.91	True
LW65	0.17	-0.42596	-0.42596	6227.35	5806.10	5806.10	True
LW65	0.33	-0.17047	-0.17047	6227.35	6003.80	6003.80	True
LW65	0.50	-0.04265	-0.04265	6227.35	6102.70	6102.70	True
LW65	0.67	0.02429	0.02429	6227.35	6154.50	6154.50	True
LW65	0.83	0.07757	0.07757	6227.35	6195.73	6195.73	True
LW65	1.00	0.11126	0.11126	6227.35	6221.80	6221.80	True
LW65	1.17	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	1.33	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	1.50	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	1.67	0.12600	0.12600	6227.35	6233.20	6233.20	True
LW65	1.83	0.11681	0.11681	6227.35	6226.09	6226.09	True
LW65	2.00	0.12005	0.12005	6227.35	6228.60	6228.60	True
LW65	2.17	0.11708	0.11708	6227.35	6226.30	6226.30	True
LW65	2.33	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	2.50	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	2.67	0.11411	0.11411	6227.35	6224.00	6224.00	True
LW65	2.83	0.10894	0.10894	6227.35	6220.00	6220.00	True
LW65	3.00	0.08567	0.08567	6227.35	6202.00	6202.00	True
LW65	3.17	0.08567	0.08567	6227.35	6202.00	6202.00	True
LW65	3.33	0.08567	0.08567	6227.35	6202.00	6202.00	True
LW65	3.50	0.07081	0.07081	6227.35	6190.50	6190.50	True
LW65	3.67	0.06190	0.06190	6227.35	6183.60	6183.60	True
LW65	3.83	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	4.00	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	4.17	0.05311	0.05311	6227.35	6176.80	6176.80	True
LW65	4.33	0.04742	0.04742	6227.35	6172.40	6172.40	True
LW65	4.50	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	4.67	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	4.83	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	5.00	0.03036	0.03036	6227.35	6159.20	6159.20	True
LW65	5.17	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	5.33	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	5.50	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	5.67	0.03321	0.03321	6227.35	6161.40	6161.40	True
LW65	5.83	0.05337	0.05337	6227.35	6177.00	6177.00	True
LW65	6.00	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	6.17	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	6.33	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	6.50	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	6.67	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	6.83	0.05337	0.05337	6227.35	6177.00	6177.00	True
LW65	7.00	0.04174	0.04174	6227.35	6168.00	6168.00	True
LW65	7.17	0.03321	0.03321	6227.35	6161.40	6161.40	True
LW65	7.33	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	7.50	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	7.67	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	7.83	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	8.00	0.02752	0.02752	6227.35	6157.00	6157.00	True
LW65	8.17	0.03605	0.03605	6227.35	6163.60	6163.60	True
LW65	8.33	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	8.50	0.05595	0.05595	6227.35	6179.00	6179.00	True
LW65	8.67	0.07973	0.07973	6227.35	6197.40	6197.40	True
LW65	8.83	0.10377	0.10377	6227.35	6216.00	6216.00	True
LW65	9.00	0.13788	0.13788	6227.35	6242.40	6242.40	True
LW65	9.17	0.16657	0.16657	6227.35	6264.60	6264.60	True
LW65	9.33	0.19307	0.19307	6227.35	6285.10	6285.10	True
LW65	9.50	0.20496	0.20496	6227.35	6294.30	6294.30	True
LW65	9.67	0.22874	0.22874	6227.35	6312.70	6312.70	True
LW65	9.83	0.24980	0.24980	6227.35	6329.00	6329.00	True
LW65	10.00	0.26014	0.26014	6227.35	6337.00	6337.00	True
LW65	10.17	0.27203	0.27203	6227.35	6346.20	6346.20	True
LW65	10.33	0.28986	0.28986	6227.35	6360.00	6360.00	True
LW65	10.50	0.28986	0.28986	6227.35	6360.00	6360.00	True
LW65	10.67	0.31545	0.31545	6227.35	6379.80	6379.80	True
LW65	10.83	0.31829	0.31829	6227.35	6382.00	6382.00	True
LW65	11.00	0.31829	0.31829	6227.35	6382.00	6382.00	True
LW65	11.17	0.32721	0.32721	6227.35	6388.90	6388.90	True
LW65	11.33	0.33613	0.33613	6227.35	6395.80	6395.80	True
LW65	11.50	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	11.67	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	11.83	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.00	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.17	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.33	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.50	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.67	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	12.83	0.34802	0.34802	6227.35	6405.00	6405.00	True
LW65	13.00	0.35099	0.35099	6227.35	6407.30	6407.30	True
LW65	13.17	0.35991	0.35991	6227.35	6414.20	6414.20	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