2026-04-01 C1.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 capitis
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Staphylococcus capitis | 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 C1.xlsx	Well ID	C1
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	8.93637	2.0-42.0 h
LW60	end_norm	0.34774	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.34832	2.0-42.0 h
LW60	max_norm	0.34832	2.0-42.0 h
LW60	min_norm	0.00408	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	0.00867	2.0-42.0 h
LW61	auc_norm	24.47875	2.0-42.0 h
LW61	end_norm	0.98378	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.99159	2.0-42.0 h
LW61	max_norm	0.99159	2.0-42.0 h
LW61	min_norm	0.04966	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	0.01883	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	1.00000	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	0.34066	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.26556	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	-9.93021	2.0-42.0 h
LW64	end_norm	-0.38401	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.39444	2.0-42.0 h
LW64	max_norm	-0.00264	2.0-42.0 h
LW64	min_norm	-0.39444	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	-0.00860	2.0-42.0 h
LW65	auc_norm	5.73698	2.0-42.0 h
LW65	end_norm	0.19685	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.19922	2.0-42.0 h
LW65	max_norm	0.19922	2.0-42.0 h
LW65	min_norm	0.01093	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	0.00346	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 548 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	6096.04727	156.73081	Ready
LW65	5	8976.01273	351.28514	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	4344.55–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	4344.55–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	4344.55–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	4344.55–48539.60 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	-0.72843	-0.72843	6245.63	4344.55	4344.55	True
LW60	0.17	-0.22510	-0.22510	6245.63	5554.80	5554.80	True
LW60	0.33	-0.10333	-0.10333	6245.63	5847.60	5847.60	True
LW60	0.50	-0.02244	-0.02244	6245.63	6042.10	6042.10	True
LW60	0.67	0.02344	0.02344	6245.63	6152.40	6152.40	True
LW60	0.83	0.04724	0.04724	6245.63	6209.64	6209.64	True
LW60	1.00	0.05509	0.05509	6245.63	6228.50	6228.50	True
LW60	1.17	0.06315	0.06315	6245.63	6247.90	6247.90	True
LW60	1.33	0.06386	0.06386	6245.63	6249.60	6249.60	True
LW60	1.50	0.06394	0.06394	6245.63	6249.80	6249.80	True
LW60	1.67	0.05675	0.05675	6245.63	6232.50	6232.50	True
LW60	1.83	0.06047	0.06047	6245.63	6241.45	6241.45	True
LW60	2.00	0.07280	0.07280	6245.63	6271.10	6271.10	True
LW60	2.17	0.07334	0.07334	6245.63	6272.40	6272.40	True
LW60	2.33	0.07438	0.07438	6245.63	6274.90	6274.90	True
LW60	2.50	0.08303	0.08303	6245.63	6295.70	6295.70	True
LW60	2.67	0.08561	0.08561	6245.63	6301.90	6301.90	True
LW60	2.83	0.09681	0.09681	6245.63	6328.82	6328.82	True
LW60	3.00	0.10208	0.10208	6245.63	6341.50	6341.50	True
LW60	3.17	0.11056	0.11056	6245.63	6361.90	6361.90	True
LW60	3.33	0.11402	0.11402	6245.63	6370.20	6370.20	True
LW60	3.50	0.12258	0.12258	6245.63	6390.80	6390.80	True
LW60	3.67	0.13053	0.13053	6245.63	6409.90	6409.90	True
LW60	3.83	0.13919	0.13919	6245.63	6430.73	6430.73	True
LW60	4.00	0.14342	0.14342	6245.63	6440.90	6440.90	True
LW60	4.17	0.14949	0.14949	6245.63	6455.50	6455.50	True
LW60	4.33	0.14937	0.14937	6245.63	6455.20	6455.20	True
LW60	4.50	0.15049	0.15049	6245.63	6457.90	6457.90	True
LW60	4.67	0.15760	0.15760	6245.63	6475.00	6475.00	True
LW60	4.83	0.15352	0.15352	6245.63	6465.18	6465.18	True
LW60	5.00	0.15877	0.15877	6245.63	6477.80	6477.80	True
LW60	5.17	0.15856	0.15856	6245.63	6477.30	6477.30	True
LW60	5.33	0.15785	0.15785	6245.63	6475.60	6475.60	True
LW60	5.50	0.15831	0.15831	6245.63	6476.70	6476.70	True
LW60	5.67	0.15868	0.15868	6245.63	6477.60	6477.60	True
LW60	5.83	0.16100	0.16100	6245.63	6483.18	6483.18	True
LW60	6.00	0.16821	0.16821	6245.63	6500.50	6500.50	True
LW60	6.17	0.16800	0.16800	6245.63	6500.00	6500.00	True
LW60	6.33	0.16792	0.16792	6245.63	6499.80	6499.80	True
LW60	6.50	0.17657	0.17657	6245.63	6520.60	6520.60	True
LW60	6.67	0.17856	0.17856	6245.63	6525.40	6525.40	True
LW60	6.83	0.18660	0.18660	6245.63	6544.73	6544.73	True
LW60	7.00	0.19279	0.19279	6245.63	6559.60	6559.60	True
LW60	7.17	0.19624	0.19624	6245.63	6567.90	6567.90	True
LW60	7.33	0.20372	0.20372	6245.63	6585.90	6585.90	True
LW60	7.50	0.21208	0.21208	6245.63	6606.00	6606.00	True
LW60	7.67	0.22277	0.22277	6245.63	6631.70	6631.70	True
LW60	7.83	0.23231	0.23231	6245.63	6654.64	6654.64	True
LW60	8.00	0.24232	0.24232	6245.63	6678.70	6678.70	True
LW60	8.17	0.25400	0.25400	6245.63	6706.80	6706.80	True
LW60	8.33	0.26752	0.26752	6245.63	6739.30	6739.30	True
LW60	8.50	0.27729	0.27729	6245.63	6762.80	6762.80	True
LW60	8.67	0.28723	0.28723	6245.63	6786.70	6786.70	True
LW60	8.83	0.29904	0.29904	6245.63	6815.09	6815.09	True
LW60	9.00	0.30919	0.30919	6245.63	6839.50	6839.50	True
LW60	9.17	0.31722	0.31722	6245.63	6858.80	6858.80	True
LW60	9.33	0.32820	0.32820	6245.63	6885.20	6885.20	True
LW60	9.50	0.33668	0.33668	6245.63	6905.60	6905.60	True
LW60	9.67	0.35070	0.35070	6245.63	6939.30	6939.30	True
LW60	9.83	0.36067	0.36067	6245.63	6963.27	6963.27	True
LW60	10.00	0.37307	0.37307	6245.63	6993.10	6993.10	True
LW60	10.17	0.39145	0.39145	6245.63	7037.30	7037.30	True
LW60	10.33	0.40268	0.40268	6245.63	7064.30	7064.30	True
LW60	10.50	0.41533	0.41533	6245.63	7094.70	7094.70	True
LW60	10.67	0.42385	0.42385	6245.63	7115.20	7115.20	True
LW60	10.83	0.43144	0.43144	6245.63	7133.45	7133.45	True
LW60	11.00	0.44203	0.44203	6245.63	7158.90	7158.90	True
LW60	11.17	0.44319	0.44319	6245.63	7161.70	7161.70	True
LW60	11.33	0.44390	0.44390	6245.63	7163.40	7163.40	True
LW60	11.50	0.45143	0.45143	6245.63	7181.50	7181.50	True
LW60	11.67	0.45633	0.45633	6245.63	7193.30	7193.30	True
LW60	11.83	0.46237	0.46237	6245.63	7207.82	7207.82	True
LW60	12.00	0.46644	0.46644	6245.63	7217.60	7217.60	True
LW60	12.17	0.47305	0.47305	6245.63	7233.50	7233.50	True
LW60	12.33	0.47962	0.47962	6245.63	7249.30	7249.30	True
LW60	12.50	0.48266	0.48266	6245.63	7256.60	7256.60	True
LW60	12.67	0.48952	0.48952	6245.63	7273.10	7273.10	True
LW60	12.83	0.49636	0.49636	6245.63	7289.55	7289.55	True
LW60	13.00	0.49805	0.49805	6245.63	7293.60	7293.60	True
LW60	13.17	0.49497	0.49497	6245.63	7286.20	7286.20	True
LW65	0.00	-1.00000	-1.00000	9415.45	5792.91	5792.91	True
LW65	0.17	-0.38296	-0.38296	9415.45	7757.00	7757.00	True
LW65	0.33	-0.17219	-0.17219	9415.45	8427.90	8427.90	True
LW65	0.50	-0.04062	-0.04062	9415.45	8846.70	8846.70	True
LW65	0.67	0.03402	0.03402	9415.45	9084.30	9084.30	True
LW65	0.83	0.07771	0.07771	9415.45	9223.36	9223.36	True
LW65	1.00	0.10109	0.10109	9415.45	9297.80	9297.80	True
LW65	1.17	0.11190	0.11190	9415.45	9332.20	9332.20	True
LW65	1.33	0.12289	0.12289	9415.45	9367.20	9367.20	True
LW65	1.50	0.12220	0.12220	9415.45	9365.00	9365.00	True
LW65	1.67	0.12717	0.12717	9415.45	9380.80	9380.80	True
LW65	1.83	0.14894	0.14894	9415.45	9450.09	9450.09	True
LW65	2.00	0.17040	0.17040	9415.45	9518.40	9518.40	True
LW65	2.17	0.18045	0.18045	9415.45	9550.40	9550.40	True
LW65	2.33	0.18962	0.18962	9415.45	9579.60	9579.60	True
LW65	2.50	0.20263	0.20263	9415.45	9621.00	9621.00	True
LW65	2.67	0.21815	0.21815	9415.45	9670.40	9670.40	True
LW65	2.83	0.23590	0.23590	9415.45	9726.91	9726.91	True
LW65	3.00	0.25280	0.25280	9415.45	9780.70	9780.70	True
LW65	3.17	0.27162	0.27162	9415.45	9840.60	9840.60	True
LW65	3.33	0.28717	0.28717	9415.45	9890.10	9890.10	True
LW65	3.50	0.30712	0.30712	9415.45	9953.60	9953.60	True
LW65	3.67	0.32581	0.32581	9415.45	10013.10	10013.10	True
LW65	3.83	0.34000	0.34000	9415.45	10058.27	10058.27	True
LW65	4.00	0.34604	0.34604	9415.45	10077.50	10077.50	True
LW65	4.17	0.35192	0.35192	9415.45	10096.20	10096.20	True
LW65	4.33	0.35625	0.35625	9415.45	10110.00	10110.00	True
LW65	4.50	0.35877	0.35877	9415.45	10118.00	10118.00	True
LW65	4.67	0.35924	0.35924	9415.45	10119.50	10119.50	True
LW65	4.83	0.36379	0.36379	9415.45	10134.00	10134.00	True
LW65	5.00	0.36539	0.36539	9415.45	10139.10	10139.10	True
LW65	5.17	0.36517	0.36517	9415.45	10138.40	10138.40	True
LW65	5.33	0.36436	0.36436	9415.45	10135.80	10135.80	True
LW65	5.50	0.36866	0.36866	9415.45	10149.50	10149.50	True
LW65	5.67	0.37221	0.37221	9415.45	10160.80	10160.80	True
LW65	5.83	0.37259	0.37259	9415.45	10162.00	10162.00	True
LW65	6.00	0.37306	0.37306	9415.45	10163.50	10163.50	True
LW65	6.17	0.37281	0.37281	9415.45	10162.70	10162.70	True
LW65	6.33	0.37281	0.37281	9415.45	10162.70	10162.70	True
LW65	6.50	0.37297	0.37297	9415.45	10163.20	10163.20	True
LW65	6.67	0.38003	0.38003	9415.45	10185.70	10185.70	True
LW65	6.83	0.38081	0.38081	9415.45	10188.18	10188.18	True
LW65	7.00	0.38449	0.38449	9415.45	10199.90	10199.90	True
LW65	7.17	0.38647	0.38647	9415.45	10206.20	10206.20	True
LW65	7.33	0.38943	0.38943	9415.45	10215.60	10215.60	True
LW65	7.50	0.38993	0.38993	9415.45	10217.20	10217.20	True
LW65	7.67	0.39562	0.39562	9415.45	10235.30	10235.30	True
LW65	7.83	0.39692	0.39692	9415.45	10239.45	10239.45	True
LW65	8.00	0.39992	0.39992	9415.45	10249.00	10249.00	True
LW65	8.17	0.40479	0.40479	9415.45	10264.50	10264.50	True
LW65	8.33	0.40595	0.40595	9415.45	10268.20	10268.20	True
LW65	8.50	0.41158	0.41158	9415.45	10286.10	10286.10	True
LW65	8.67	0.41095	0.41095	9415.45	10284.10	10284.10	True
LW65	8.83	0.41331	0.41331	9415.45	10291.64	10291.64	True
LW65	9.00	0.41579	0.41579	9415.45	10299.50	10299.50	True
LW65	9.17	0.41937	0.41937	9415.45	10310.90	10310.90	True
LW65	9.33	0.41880	0.41880	9415.45	10309.10	10309.10	True
LW65	9.50	0.42395	0.42395	9415.45	10325.50	10325.50	True
LW65	9.67	0.42615	0.42615	9415.45	10332.50	10332.50	True
LW65	9.83	0.42799	0.42799	9415.45	10338.36	10338.36	True
LW65	10.00	0.43809	0.43809	9415.45	10370.50	10370.50	True
LW65	10.17	0.44516	0.44516	9415.45	10393.00	10393.00	True
LW65	10.33	0.45427	0.45427	9415.45	10422.00	10422.00	True
LW65	10.50	0.45842	0.45842	9415.45	10435.20	10435.20	True
LW65	10.67	0.46363	0.46363	9415.45	10451.80	10451.80	True
LW65	10.83	0.46481	0.46481	9415.45	10455.55	10455.55	True
LW65	11.00	0.46517	0.46517	9415.45	10456.70	10456.70	True
LW65	11.17	0.46583	0.46583	9415.45	10458.80	10458.80	True
LW65	11.33	0.46797	0.46797	9415.45	10465.60	10465.60	True
LW65	11.50	0.47186	0.47186	9415.45	10478.00	10478.00	True
LW65	11.67	0.47475	0.47475	9415.45	10487.20	10487.20	True
LW65	11.83	0.47835	0.47835	9415.45	10498.64	10498.64	True
LW65	12.00	0.47921	0.47921	9415.45	10501.40	10501.40	True
LW65	12.17	0.48063	0.48063	9415.45	10505.90	10505.90	True
LW65	12.33	0.48421	0.48421	9415.45	10517.30	10517.30	True
LW65	12.50	0.48760	0.48760	9415.45	10528.10	10528.10	True
LW65	12.67	0.48779	0.48779	9415.45	10528.70	10528.70	True
LW65	12.83	0.48954	0.48954	9415.45	10534.27	10534.27	True
LW65	13.00	0.49084	0.49084	9415.45	10538.40	10538.40	True
LW65	13.17	0.48744	0.48744	9415.45	10527.60	10527.60	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