2026-04-06 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: Enterococcus faecium
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Enterococcus faecium | Run: 2026-04-06 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	2026-04-06 inc5	Run date	2026-04-06
Media	LB	Incubator	inc5
Well file	2026-04-06 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	ATCC 19434	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	1.67842	2.0-42.0 h
LW60	end_norm	0.04853	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.05411	2.0-42.0 h
LW60	max_norm	0.05411	2.0-42.0 h
LW60	min_norm	-0.04126	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	0.00058	2.0-42.0 h
LW61	auc_norm	5.29995	2.0-42.0 h
LW61	end_norm	0.12703	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.18201	2.0-42.0 h
LW61	max_norm	0.18201	2.0-42.0 h
LW61	min_norm	-0.01999	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	0.00042	2.0-42.0 h
LW62	auc_norm	-12.24781	2.0-42.0 h
LW62	end_norm	-0.36323	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.39100	2.0-42.0 h
LW62	max_norm	0.30510	2.0-42.0 h
LW62	min_norm	-0.39100	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	0.00370	2.0-42.0 h
LW62	slope_norm	-0.00415	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	0.95436	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	1.00000	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	0.65618	2.0-42.0 h
LW65	end_norm	0.01925	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.03309	2.0-42.0 h
LW65	max_norm	0.01981	2.0-42.0 h
LW65	min_norm	-0.03309	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	0.00035	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 816 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	13785.08182	234.11971	Ready
LW65	5	8593.50909	128.06502	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	5231.72–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5231.72–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5231.72–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 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	0.00–67.83 h	-1.00000–0.65480 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–0.65480 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–0.65480 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	-1.00000–0.65480 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			13675.95	10657.64		True
LW60	0.17	-1.00000	-1.00000	13675.95	12772.80	12821.56	True
LW60	0.33	-0.39540	-0.39540	13675.95	13404.10	13404.10	True
LW60	0.50	-0.06630	-0.06630	13675.95	13721.20	13721.20	True
LW60	0.67	0.10059	0.10059	13675.95	13882.00	13882.00	True
LW60	0.83	0.18767	0.18767	13675.95	13965.91	13965.91	True
LW60	1.00	0.17344	0.17344	13675.95	13952.20	13952.20	True
LW60	1.17	0.13836	0.13836	13675.95	13918.40	13918.40	True
LW60	1.33	0.08709	0.08709	13675.95	13869.00	13869.00	True
LW60	1.50	0.00614	0.00614	13675.95	13791.00	13791.00	True
LW60	1.67	-0.07180	-0.07180	13675.95	13715.90	13715.90	True
LW60	1.83	-0.15473	-0.15473	13675.95	13636.00	13636.00	True
LW60	2.00	-0.22478	-0.22478	13675.95	13568.50	13568.50	True
LW60	2.17	-0.28591	-0.28591	13675.95	13509.60	13509.60	True
LW60	2.33	-0.35555	-0.35555	13675.95	13442.50	13442.50	True
LW60	2.50	-0.42249	-0.42249	13675.95	13378.00	13378.00	True
LW60	2.67	-0.48891	-0.48891	13675.95	13314.00	13314.00	True
LW60	2.83	-0.54364	-0.54364	13675.95	13261.27	13261.27	True
LW60	3.00	-0.69887	-0.69887	13675.95	13111.70	13111.70	True
LW60	3.17	-0.62207	-0.62207	13675.95	13185.70	13185.70	True
LW60	3.33	-0.43557	-0.43557	13675.95	13365.40	13365.40	True
LW60	3.50	-0.28601	-0.28601	13675.95	13509.50	13509.50	True
LW60	3.67	-0.18171	-0.18171	13675.95	13610.00	13610.00	True
LW60	3.83	-0.12529	-0.12529	13675.95	13664.36	13664.36	True
LW60	4.00	-0.09038	-0.09038	13675.95	13698.00	13698.00	True
LW60	4.17	-0.05862	-0.05862	13675.95	13728.60	13728.60	True
LW60	4.33	-0.02894	-0.02894	13675.95	13757.20	13757.20	True
LW60	4.50	0.01963	0.01963	13675.95	13804.00	13804.00	True
LW60	4.67	0.08170	0.08170	13675.95	13863.80	13863.80	True
LW60	4.83	0.15578	0.15578	13675.95	13935.18	13935.18	True
LW60	5.00	0.19773	0.19773	13675.95	13975.60	13975.60	True
LW60	5.17	0.21392	0.21392	13675.95	13991.20	13991.20	True
LW60	5.33	0.25440	0.25440	13675.95	14030.20	14030.20	True
LW60	5.50	0.30837	0.30837	13675.95	14082.20	14082.20	True
LW60	5.67	0.36773	0.36773	13675.95	14139.40	14139.40	True
LW60	5.83	0.41581	0.41581	13675.95	14185.73	14185.73	True
LW60	6.00	0.44059	0.44059	13675.95	14209.60	14209.60	True
LW60	6.17	0.47027	0.47027	13675.95	14238.20	14238.20	True
LW60	6.33	0.48376	0.48376	13675.95	14251.20	14251.20	True
LW60	6.50	0.49725	0.49725	13675.95	14264.20	14264.20	True
LW60	6.67	0.51884	0.51884	13675.95	14285.00	14285.00	True
LW60	6.83	0.54337	0.54337	13675.95	14308.64	14308.64	True
LW60	7.00	0.57011	0.57011	13675.95	14334.40	14334.40	True
LW60	7.17	0.58682	0.58682	13675.95	14350.50	14350.50	True
LW60	7.33	0.60083	0.60083	13675.95	14364.00	14364.00	True
LW60	7.50	0.60083	0.60083	13675.95	14364.00	14364.00	True
LW60	7.67	0.61163	0.61163	13675.95	14374.40	14374.40	True
LW60	7.83	0.61555	0.61555	13675.95	14378.18	14378.18	True
LW60	8.00	0.61972	0.61972	13675.95	14382.20	14382.20	True
LW60	8.17	0.62512	0.62512	13675.95	14387.40	14387.40	True
LW60	8.33	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	8.50	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	8.67	0.62512	0.62512	13675.95	14387.40	14387.40	True
LW60	8.83	0.62536	0.62536	13675.95	14387.64	14387.64	True
LW60	9.00	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	9.17	0.63052	0.63052	13675.95	14392.60	14392.60	True
LW60	9.33	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	9.50	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	9.67	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	9.83	0.64254	0.64254	13675.95	14404.18	14404.18	True
LW60	10.00	0.63052	0.63052	13675.95	14392.60	14392.60	True
LW60	10.17	0.64940	0.64940	13675.95	14410.80	14410.80	True
LW60	10.33	0.65210	0.65210	13675.95	14413.40	14413.40	True
LW60	10.50	0.64401	0.64401	13675.95	14405.60	14405.60	True
LW60	10.67	0.64940	0.64940	13675.95	14410.80	14410.80	True
LW60	10.83	0.64499	0.64499	13675.95	14406.55	14406.55	True
LW60	11.00	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	11.17	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	11.33	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	11.50	0.64940	0.64940	13675.95	14410.80	14410.80	True
LW60	11.67	0.64940	0.64940	13675.95	14410.80	14410.80	True
LW60	11.83	0.65480	0.65480	13675.95	14416.00	14416.00	True
LW60	12.00	0.63861	0.63861	13675.95	14400.40	14400.40	True
LW60	12.17	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	12.33	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	12.50	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	12.67	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	12.83	0.62782	0.62782	13675.95	14390.00	14390.00	True
LW60	13.00	0.61432	0.61432	13675.95	14377.00	14377.00	True
LW60	13.17	0.61432	0.61432	13675.95	14377.00	14377.00	True
LW65	0.00	-1.00000	-1.00000	8595.72	6842.82	6842.82	True
LW65	0.17	-0.32279	-0.32279	8595.72	8028.40	8028.40	True
LW65	0.33	-0.11830	-0.11830	8595.72	8386.40	8386.40	True
LW65	0.50	-0.02143	-0.02143	8595.72	8556.00	8556.00	True
LW65	0.67	0.02975	0.02975	8595.72	8645.60	8645.60	True
LW65	0.83	0.05200	0.05200	8595.72	8684.55	8684.55	True
LW65	1.00	0.05797	0.05797	8595.72	8695.00	8695.00	True
LW65	1.17	0.05140	0.05140	8595.72	8683.50	8683.50	True
LW65	1.33	0.03798	0.03798	8595.72	8660.00	8660.00	True
LW65	1.50	0.02427	0.02427	8595.72	8636.00	8636.00	True
LW65	1.67	0.00822	0.00822	8595.72	8607.90	8607.90	True
LW65	1.83	-0.00569	-0.00569	8595.72	8583.55	8583.55	True
LW65	2.00	-0.02394	-0.02394	8595.72	8551.60	8551.60	True
LW65	2.17	-0.04176	-0.04176	8595.72	8520.40	8520.40	True
LW65	2.33	-0.05393	-0.05393	8595.72	8499.10	8499.10	True
LW65	2.50	-0.06861	-0.06861	8595.72	8473.40	8473.40	True
LW65	2.67	-0.08340	-0.08340	8595.72	8447.50	8447.50	True
LW65	2.83	-0.09859	-0.09859	8595.72	8420.91	8420.91	True
LW65	3.00	-0.16120	-0.16120	8595.72	8311.30	8311.30	True
LW65	3.17	-0.14109	-0.14109	8595.72	8346.50	8346.50	True
LW65	3.33	-0.09151	-0.09151	8595.72	8433.30	8433.30	True
LW65	3.50	-0.05524	-0.05524	8595.72	8496.80	8496.80	True
LW65	3.67	-0.02668	-0.02668	8595.72	8546.80	8546.80	True
LW65	3.83	-0.01660	-0.01660	8595.72	8564.45	8564.45	True
LW65	4.00	-0.00806	-0.00806	8595.72	8579.40	8579.40	True
LW65	4.17	0.00291	0.00291	8595.72	8598.60	8598.60	True
LW65	4.33	0.00691	0.00691	8595.72	8605.60	8605.60	True
LW65	4.50	0.02016	0.02016	8595.72	8628.80	8628.80	True
LW65	4.67	0.03387	0.03387	8595.72	8652.80	8652.80	True
LW65	4.83	0.04483	0.04483	8595.72	8672.00	8672.00	True
LW65	5.00	0.04615	0.04615	8595.72	8674.30	8674.30	True
LW65	5.17	0.04878	0.04878	8595.72	8678.90	8678.90	True
LW65	5.33	0.05797	0.05797	8595.72	8695.00	8695.00	True
LW65	5.50	0.06208	0.06208	8595.72	8702.20	8702.20	True
LW65	5.67	0.07031	0.07031	8595.72	8716.60	8716.60	True
LW65	5.83	0.07168	0.07168	8595.72	8719.00	8719.00	True
LW65	6.00	0.07168	0.07168	8595.72	8719.00	8719.00	True
LW65	6.17	0.08219	0.08219	8595.72	8737.40	8737.40	True
LW65	6.33	0.08219	0.08219	8595.72	8737.40	8737.40	True
LW65	6.50	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	6.67	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	6.83	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	7.00	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	7.17	0.09167	0.09167	8595.72	8754.00	8754.00	True
LW65	7.33	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	7.50	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	7.67	0.09030	0.09030	8595.72	8751.60	8751.60	True
LW65	7.83	0.09354	0.09354	8595.72	8757.27	8757.27	True
LW65	8.00	0.09441	0.09441	8595.72	8758.80	8758.80	True
LW65	8.17	0.09441	0.09441	8595.72	8758.80	8758.80	True
LW65	8.33	0.09304	0.09304	8595.72	8756.40	8756.40	True
LW65	8.50	0.09441	0.09441	8595.72	8758.80	8758.80	True
LW65	8.67	0.08893	0.08893	8595.72	8749.20	8749.20	True
LW65	8.83	0.09105	0.09105	8595.72	8752.91	8752.91	True
LW65	9.00	0.09030	0.09030	8595.72	8751.60	8751.60	True
LW65	9.17	0.09167	0.09167	8595.72	8754.00	8754.00	True
LW65	9.33	0.08893	0.08893	8595.72	8749.20	8749.20	True
LW65	9.50	0.09167	0.09167	8595.72	8754.00	8754.00	True
LW65	9.67	0.09167	0.09167	8595.72	8754.00	8754.00	True
LW65	9.83	0.09105	0.09105	8595.72	8752.91	8752.91	True
LW65	10.00	0.08893	0.08893	8595.72	8749.20	8749.20	True
LW65	10.17	0.09304	0.09304	8595.72	8756.40	8756.40	True
LW65	10.33	0.09030	0.09030	8595.72	8751.60	8751.60	True
LW65	10.50	0.08893	0.08893	8595.72	8749.20	8749.20	True
LW65	10.67	0.08893	0.08893	8595.72	8749.20	8749.20	True
LW65	10.83	0.08856	0.08856	8595.72	8748.55	8748.55	True
LW65	11.00	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	11.17	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	11.33	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	11.50	0.09030	0.09030	8595.72	8751.60	8751.60	True
LW65	11.67	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	11.83	0.09105	0.09105	8595.72	8752.91	8752.91	True
LW65	12.00	0.09167	0.09167	8595.72	8754.00	8754.00	True
LW65	12.17	0.08619	0.08619	8595.72	8744.40	8744.40	True
LW65	12.33	0.08619	0.08619	8595.72	8744.40	8744.40	True
LW65	12.50	0.08482	0.08482	8595.72	8742.00	8742.00	True
LW65	12.67	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	12.83	0.08731	0.08731	8595.72	8746.36	8746.36	True
LW65	13.00	0.08756	0.08756	8595.72	8746.80	8746.80	True
LW65	13.17	0.08482	0.08482	8595.72	8742.00	8742.00	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