2026-03-25 A2.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: 2026-03-25 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	2026-03-25 inc4	Run date	2026-03-25
Media	LB	Incubator	inc4
Well file	2026-03-25 A2.xlsx	Well ID	A2
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	11.19357	2.0-42.0 h
LW60	end_norm	0.41869	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.41869	2.0-42.0 h
LW60	max_norm	0.41869	2.0-42.0 h
LW60	min_norm	0.00196	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	0.01026	2.0-42.0 h
LW61	auc_norm	45.77220	2.0-42.0 h
LW61	end_norm	1.81396	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.81396	2.0-42.0 h
LW61	max_norm	1.81396	2.0-42.0 h
LW61	min_norm	0.03523	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	0.04081	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	0.02452	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	-27.35298	2.0-42.0 h
LW63	end_norm	-0.77407	2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm	0.77407	2.0-42.0 h
LW63	max_norm	-0.10388	2.0-42.0 h
LW63	min_norm	-0.77407	2.0-42.0 h
LW63	pct_abnormal_rows	0.00000	2.0-42.0 h
LW63	pct_missing_norm	0.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.00000	2.0-42.0 h
LW63	slope_norm	-0.00809	2.0-42.0 h
LW64	auc_norm	-4.91140	2.0-42.0 h
LW64	end_norm	-0.17103	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.17854	2.0-42.0 h
LW64	max_norm	0.02276	2.0-42.0 h
LW64	min_norm	-0.17854	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	-0.00431	2.0-42.0 h
LW65	auc_norm	4.84113	2.0-42.0 h
LW65	end_norm	0.15737	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.15774	2.0-42.0 h
LW65	max_norm	0.15774	2.0-42.0 h
LW65	min_norm	0.00518	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	0.00320	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 558 source points

Control overlay: mean of 3 control samples matched from the same experimental run. 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	17881.12727	142.08188	Ready
LW65	5	6075.84364	76.77658	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	0.00–46.33 h	5060.36–35671.53 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5060.36–35671.53 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5060.36–35671.53 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5060.36–35671.53 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	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 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	-0.27534	-0.27534	17988.89	15696.09	15696.09	True
LW60	0.17	-0.07198	-0.07198	17988.89	17309.90	17309.90	True
LW60	0.33	-0.02745	-0.02745	17988.89	17663.30	17663.30	True
LW60	0.50	-0.00719	-0.00719	17988.89	17824.10	17824.10	True
LW60	0.67	0.00540	0.00540	17988.89	17924.00	17924.00	True
LW60	0.83	0.01140	0.01140	17988.89	17971.60	17971.60	True
LW60	1.00	0.01783	0.01783	17988.89	18022.64	18022.64	True
LW60	1.17	0.02433	0.02433	17988.89	18074.20	18074.20	True
LW60	1.33	0.02011	0.02011	17988.89	18040.70	18040.70	True
LW60	1.50	0.01630	0.01630	17988.89	18010.50	18010.50	True
LW60	1.67	0.00858	0.00858	17988.89	17949.20	17949.20	True
LW60	1.83	0.01086	0.01086	17988.89	17967.27	17967.27	True
LW60	2.00	0.01803	0.01803	17988.89	18024.20	18024.20	True
LW60	2.17	0.02256	0.02256	17988.89	18060.20	18060.20	True
LW60	2.33	0.02433	0.02433	17988.89	18074.20	18074.20	True
LW60	2.50	0.02609	0.02609	17988.89	18088.20	18088.20	True
LW60	2.67	0.02645	0.02645	17988.89	18091.00	18091.00	True
LW60	2.83	0.02645	0.02645	17988.89	18091.00	18091.00	True
LW60	3.00	0.02962	0.02962	17988.89	18116.20	18116.20	True
LW60	3.17	0.03386	0.03386	17988.89	18149.80	18149.80	True
LW60	3.33	0.03809	0.03809	17988.89	18183.40	18183.40	True
LW60	3.50	0.04620	0.04620	17988.89	18247.80	18247.80	True
LW60	3.67	0.04797	0.04797	17988.89	18261.80	18261.80	True
LW60	3.83	0.05403	0.05403	17988.89	18309.91	18309.91	True
LW60	4.00	0.06526	0.06526	17988.89	18399.00	18399.00	True
LW60	4.17	0.07443	0.07443	17988.89	18471.80	18471.80	True
LW60	4.33	0.08856	0.08856	17988.89	18583.90	18583.90	True
LW60	4.50	0.10314	0.10314	17988.89	18699.60	18699.60	True
LW60	4.67	0.11736	0.11736	17988.89	18812.50	18812.50	True
LW60	4.83	0.12814	0.12814	17988.89	18898.00	18898.00	True
LW60	5.00	0.13834	0.13834	17988.89	18979.00	18979.00	True
LW60	5.17	0.14691	0.14691	17988.89	19047.00	19047.00	True
LW60	5.33	0.15227	0.15227	17988.89	19089.50	19089.50	True
LW60	5.50	0.15409	0.15409	17988.89	19104.00	19104.00	True
LW60	5.67	0.15300	0.15300	17988.89	19095.30	19095.30	True
LW60	5.83	0.15044	0.15044	17988.89	19075.00	19075.00	True
LW60	6.00	0.14903	0.14903	17988.89	19063.80	19063.80	True
LW60	6.17	0.14691	0.14691	17988.89	19047.00	19047.00	True
LW60	6.33	0.14691	0.14691	17988.89	19047.00	19047.00	True
LW60	6.50	0.14656	0.14656	17988.89	19044.20	19044.20	True
LW60	6.67	0.14726	0.14726	17988.89	19049.80	19049.80	True
LW60	6.83	0.14884	0.14884	17988.89	19062.27	19062.27	True
LW60	7.00	0.15299	0.15299	17988.89	19095.20	19095.20	True
LW60	7.17	0.15946	0.15946	17988.89	19146.60	19146.60	True
LW60	7.33	0.16445	0.16445	17988.89	19186.20	19186.20	True
LW60	7.50	0.17194	0.17194	17988.89	19245.60	19245.60	True
LW60	7.67	0.18417	0.18417	17988.89	19342.70	19342.70	True
LW60	7.83	0.19614	0.19614	17988.89	19437.64	19437.64	True
LW60	8.00	0.20934	0.20934	17988.89	19542.40	19542.40	True
LW60	8.17	0.22268	0.22268	17988.89	19648.30	19648.30	True
LW60	8.33	0.23712	0.23712	17988.89	19762.90	19762.90	True
LW60	8.50	0.25086	0.25086	17988.89	19871.90	19871.90	True
LW60	8.67	0.26792	0.26792	17988.89	20007.30	20007.30	True
LW60	8.83	0.28621	0.28621	17988.89	20152.45	20152.45	True
LW60	9.00	0.30355	0.30355	17988.89	20290.10	20290.10	True
LW60	9.17	0.32140	0.32140	17988.89	20431.70	20431.70	True
LW60	9.33	0.34161	0.34161	17988.89	20592.10	20592.10	True
LW60	9.50	0.36250	0.36250	17988.89	20757.90	20757.90	True
LW60	9.67	0.38087	0.38087	17988.89	20903.70	20903.70	True
LW60	9.83	0.39616	0.39616	17988.89	21025.00	21025.00	True
LW60	10.00	0.40712	0.40712	17988.89	21112.00	21112.00	True
LW60	10.17	0.40935	0.40935	17988.89	21129.70	21129.70	True
LW60	10.33	0.40485	0.40485	17988.89	21094.00	21094.00	True
LW60	10.50	0.40934	0.40934	17988.89	21129.60	21129.60	True
LW60	10.67	0.41858	0.41858	17988.89	21202.90	21202.90	True
LW60	10.83	0.42810	0.42810	17988.89	21278.45	21278.45	True
LW60	11.00	0.43784	0.43784	17988.89	21355.80	21355.80	True
LW60	11.17	0.44639	0.44639	17988.89	21423.60	21423.60	True
LW60	11.33	0.45531	0.45531	17988.89	21494.40	21494.40	True
LW60	11.50	0.46572	0.46572	17988.89	21577.00	21577.00	True
LW60	11.67	0.47353	0.47353	17988.89	21639.00	21639.00	True
LW60	11.83	0.48086	0.48086	17988.89	21697.18	21697.18	True
LW60	12.00	0.48663	0.48663	17988.89	21743.00	21743.00	True
LW60	12.17	0.49334	0.49334	17988.89	21796.20	21796.20	True
LW60	12.33	0.49861	0.49861	17988.89	21838.00	21838.00	True
LW60	12.50	0.50457	0.50457	17988.89	21885.30	21885.30	True
LW60	12.67	0.51133	0.51133	17988.89	21939.00	21939.00	True
LW60	12.83	0.51586	0.51586	17988.89	21974.91	21974.91	True
LW60	13.00	0.52141	0.52141	17988.89	22019.00	22019.00	True
LW60	13.17	0.52671	0.52671	17988.89	22061.00	22061.00	True
LW65	0.00	-0.72104	-0.72104	6144.98	5060.36	5275.67	True
LW65	0.17	-0.27722	-0.27722	6144.98	5768.20	5768.20	True
LW65	0.33	-0.10556	-0.10556	6144.98	5958.70	5958.70	True
LW65	0.50	-0.02842	-0.02842	6144.98	6044.30	6044.30	True
LW65	0.67	0.02015	0.02015	6144.98	6098.20	6098.20	True
LW65	0.83	0.04447	0.04447	6144.98	6125.20	6125.20	True
LW65	1.00	0.06936	0.06936	6144.98	6152.82	6152.82	True
LW65	1.17	0.08106	0.08106	6144.98	6165.80	6165.80	True
LW65	1.33	0.07313	0.07313	6144.98	6157.00	6157.00	True
LW65	1.50	0.06277	0.06277	6144.98	6145.50	6145.50	True
LW65	1.67	0.05240	0.05240	6144.98	6134.00	6134.00	True
LW65	1.83	0.06183	0.06183	6144.98	6144.45	6144.45	True
LW65	2.00	0.09097	0.09097	6144.98	6176.80	6176.80	True
LW65	2.17	0.09710	0.09710	6144.98	6183.60	6183.60	True
LW65	2.33	0.11161	0.11161	6144.98	6199.70	6199.70	True
LW65	2.50	0.11368	0.11368	6144.98	6202.00	6202.00	True
LW65	2.67	0.11368	0.11368	6144.98	6202.00	6202.00	True
LW65	2.83	0.11368	0.11368	6144.98	6202.00	6202.00	True
LW65	3.00	0.11566	0.11566	6144.98	6204.20	6204.20	True
LW65	3.17	0.11963	0.11963	6144.98	6208.60	6208.60	True
LW65	3.33	0.13558	0.13558	6144.98	6226.30	6226.30	True
LW65	3.50	0.15216	0.15216	6144.98	6244.70	6244.70	True
LW65	3.67	0.15819	0.15819	6144.98	6251.40	6251.40	True
LW65	3.83	0.17782	0.17782	6144.98	6273.18	6273.18	True
LW65	4.00	0.20307	0.20307	6144.98	6301.20	6301.20	True
LW65	4.17	0.22938	0.22938	6144.98	6330.40	6330.40	True
LW65	4.33	0.25993	0.25993	6144.98	6364.30	6364.30	True
LW65	4.50	0.29246	0.29246	6144.98	6400.40	6400.40	True
LW65	4.67	0.32724	0.32724	6144.98	6439.00	6439.00	True
LW65	4.83	0.34657	0.34657	6144.98	6460.45	6460.45	True
LW65	5.00	0.35995	0.35995	6144.98	6475.30	6475.30	True
LW65	5.17	0.37653	0.37653	6144.98	6493.70	6493.70	True
LW65	5.33	0.38058	0.38058	6144.98	6498.20	6498.20	True
LW65	5.50	0.39446	0.39446	6144.98	6513.60	6513.60	True
LW65	5.67	0.39843	0.39843	6144.98	6518.00	6518.00	True
LW65	5.83	0.39843	0.39843	6144.98	6518.00	6518.00	True
LW65	6.00	0.39644	0.39644	6144.98	6515.80	6515.80	True
LW65	6.17	0.38455	0.38455	6144.98	6502.60	6502.60	True
LW65	6.33	0.38257	0.38257	6144.98	6500.40	6500.40	True
LW65	6.50	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	6.67	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	6.83	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	7.00	0.37446	0.37446	6144.98	6491.40	6491.40	True
LW65	7.17	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	7.33	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	7.50	0.37860	0.37860	6144.98	6496.00	6496.00	True
LW65	7.67	0.38058	0.38058	6144.98	6498.20	6498.20	True
LW65	7.83	0.39122	0.39122	6144.98	6510.00	6510.00	True
LW65	8.00	0.39446	0.39446	6144.98	6513.60	6513.60	True
LW65	8.17	0.39644	0.39644	6144.98	6515.80	6515.80	True
LW65	8.33	0.40050	0.40050	6144.98	6520.30	6520.30	True
LW65	8.50	0.40464	0.40464	6144.98	6524.90	6524.90	True
LW65	8.67	0.41915	0.41915	6144.98	6541.00	6541.00	True
LW65	8.83	0.43422	0.43422	6144.98	6557.73	6557.73	True
LW65	9.00	0.43780	0.43780	6144.98	6561.70	6561.70	True
LW65	9.17	0.45231	0.45231	6144.98	6577.80	6577.80	True
LW65	9.33	0.46060	0.46060	6144.98	6587.00	6587.00	True
LW65	9.50	0.47844	0.47844	6144.98	6606.80	6606.80	True
LW65	9.67	0.49493	0.49493	6144.98	6625.10	6625.10	True
LW65	9.83	0.50869	0.50869	6144.98	6640.36	6640.36	True
LW65	10.00	0.52809	0.52809	6144.98	6661.90	6661.90	True
LW65	10.17	0.54260	0.54260	6144.98	6678.00	6678.00	True
LW65	10.33	0.53638	0.53638	6144.98	6671.10	6671.10	True
LW65	10.50	0.54260	0.54260	6144.98	6678.00	6678.00	True
LW65	10.67	0.54260	0.54260	6144.98	6678.00	6678.00	True
LW65	10.83	0.56062	0.56062	6144.98	6698.00	6698.00	True
LW65	11.00	0.56243	0.56243	6144.98	6700.00	6700.00	True
LW65	11.17	0.58108	0.58108	6144.98	6720.70	6720.70	True
LW65	11.33	0.58315	0.58315	6144.98	6723.00	6723.00	True
LW65	11.50	0.59144	0.59144	6144.98	6732.20	6732.20	True
LW65	11.67	0.60388	0.60388	6144.98	6746.00	6746.00	True
LW65	11.83	0.61895	0.61895	6144.98	6762.73	6762.73	True
LW65	12.00	0.62046	0.62046	6144.98	6764.40	6764.40	True
LW65	12.17	0.62857	0.62857	6144.98	6773.40	6773.40	True
LW65	12.33	0.62857	0.62857	6144.98	6773.40	6773.40	True
LW65	12.50	0.63650	0.63650	6144.98	6782.20	6782.20	True
LW65	12.67	0.64443	0.64443	6144.98	6791.00	6791.00	True
LW65	12.83	0.64443	0.64443	6144.98	6791.00	6791.00	True
LW65	13.00	0.64443	0.64443	6144.98	6791.00	6791.00	True
LW65	13.17	0.65686	0.65686	6144.98	6804.80	6804.80	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