2026-03-30 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: 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 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	10.20495	2.0-42.0 h
LW60	end_norm	0.34589	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.34846	2.0-42.0 h
LW60	max_norm	0.34846	2.0-42.0 h
LW60	min_norm	0.00232	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	0.00743	2.0-42.0 h
LW61	auc_norm	13.61735	2.0-42.0 h
LW61	end_norm	0.14415	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.53398	2.0-42.0 h
LW61	max_norm	0.53398	2.0-42.0 h
LW61	min_norm	0.01794	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	0.00188	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	0.07967	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	0.48755	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.29668	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	0.26990	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	3.99751	2.0-42.0 h
LW65	end_norm	0.12345	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.12737	2.0-42.0 h
LW65	max_norm	0.12737	2.0-42.0 h
LW65	min_norm	0.00249	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	0.00236	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	13808.61273	336.12978	Ready
LW65	5	8467.64545	188.17275	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	-0.57665	-0.57665	14293.39	10274.18	10569.70	True
LW60	0.17	-0.21787	-0.21787	14293.39	12584.90	12584.90	True
LW60	0.33	-0.09123	-0.09123	14293.39	13296.20	13296.20	True
LW60	0.50	-0.02477	-0.02477	14293.39	13669.50	13669.50	True
LW60	0.67	0.01538	0.01538	14293.39	13895.00	13895.00	True
LW60	0.83	0.04357	0.04357	14293.39	14053.36	14053.36	True
LW60	1.00	0.05704	0.05704	14293.39	14129.00	14129.00	True
LW60	1.17	0.05982	0.05982	14293.39	14144.60	14144.60	True
LW60	1.33	0.07093	0.07093	14293.39	14207.00	14207.00	True
LW60	1.50	0.08204	0.08204	14293.39	14269.40	14269.40	True
LW60	1.67	0.08528	0.08528	14293.39	14287.60	14287.60	True
LW60	1.83	0.08734	0.08734	14293.39	14299.18	14299.18	True
LW60	2.00	0.09222	0.09222	14293.39	14326.60	14326.60	True
LW60	2.17	0.09551	0.09551	14293.39	14345.10	14345.10	True
LW60	2.33	0.09934	0.09934	14293.39	14366.60	14366.60	True
LW60	2.50	0.10397	0.10397	14293.39	14392.60	14392.60	True
LW60	2.67	0.10675	0.10675	14293.39	14408.20	14408.20	True
LW60	2.83	0.10856	0.10856	14293.39	14418.36	14418.36	True
LW60	3.00	0.10814	0.10814	14293.39	14416.00	14416.00	True
LW60	3.17	0.11045	0.11045	14293.39	14429.00	14429.00	True
LW60	3.33	0.11045	0.11045	14293.39	14429.00	14429.00	True
LW60	3.50	0.10953	0.10953	14293.39	14423.80	14423.80	True
LW60	3.67	0.11230	0.11230	14293.39	14439.40	14439.40	True
LW60	3.83	0.11277	0.11277	14293.39	14442.00	14442.00	True
LW60	4.00	0.11647	0.11647	14293.39	14462.80	14462.80	True
LW60	4.17	0.11836	0.11836	14293.39	14473.40	14473.40	True
LW60	4.33	0.12450	0.12450	14293.39	14507.90	14507.90	True
LW60	4.50	0.13100	0.13100	14293.39	14544.40	14544.40	True
LW60	4.67	0.14131	0.14131	14293.39	14602.30	14602.30	True
LW60	4.83	0.15485	0.15485	14293.39	14678.36	14678.36	True
LW60	5.00	0.17031	0.17031	14293.39	14765.20	14765.20	True
LW60	5.17	0.18863	0.18863	14293.39	14868.10	14868.10	True
LW60	5.33	0.21165	0.21165	14293.39	14997.40	14997.40	True
LW60	5.50	0.24042	0.24042	14293.39	15159.00	15159.00	True
LW60	5.67	0.27168	0.27168	14293.39	15334.60	15334.60	True
LW60	5.83	0.30798	0.30798	14293.39	15538.45	15538.45	True
LW60	6.00	0.34057	0.34057	14293.39	15721.50	15721.50	True
LW60	6.17	0.36827	0.36827	14293.39	15877.10	15877.10	True
LW60	6.33	0.38646	0.38646	14293.39	15979.30	15979.30	True
LW60	6.50	0.39992	0.39992	14293.39	16054.90	16054.90	True
LW60	6.67	0.40569	0.40569	14293.39	16087.30	16087.30	True
LW60	6.83	0.41098	0.41098	14293.39	16117.00	16117.00	True
LW60	7.00	0.40858	0.40858	14293.39	16103.50	16103.50	True
LW60	7.17	0.41002	0.41002	14293.39	16111.60	16111.60	True
LW60	7.33	0.41098	0.41098	14293.39	16117.00	16117.00	True
LW60	7.50	0.41242	0.41242	14293.39	16125.10	16125.10	True
LW60	7.67	0.41579	0.41579	14293.39	16144.00	16144.00	True
LW60	7.83	0.41622	0.41622	14293.39	16146.45	16146.45	True
LW60	8.00	0.41771	0.41771	14293.39	16154.80	16154.80	True
LW60	8.17	0.41771	0.41771	14293.39	16154.80	16154.80	True
LW60	8.33	0.42011	0.42011	14293.39	16168.30	16168.30	True
LW60	8.50	0.42492	0.42492	14293.39	16195.30	16195.30	True
LW60	8.67	0.42925	0.42925	14293.39	16219.60	16219.60	True
LW60	8.83	0.44332	0.44332	14293.39	16298.64	16298.64	True
LW60	9.00	0.45953	0.45953	14293.39	16389.70	16389.70	True
LW60	9.17	0.47928	0.47928	14293.39	16500.60	16500.60	True
LW60	9.33	0.49961	0.49961	14293.39	16614.80	16614.80	True
LW60	9.50	0.52192	0.52192	14293.39	16740.10	16740.10	True
LW60	9.67	0.53602	0.53602	14293.39	16819.30	16819.30	True
LW60	9.83	0.55508	0.55508	14293.39	16926.36	16926.36	True
LW60	10.00	0.56861	0.56861	14293.39	17002.40	17002.40	True
LW60	10.17	0.58327	0.58327	14293.39	17084.70	17084.70	True
LW60	10.33	0.59397	0.59397	14293.39	17144.80	17144.80	True
LW60	10.50	0.60620	0.60620	14293.39	17213.50	17213.50	True
LW60	10.67	0.61649	0.61649	14293.39	17271.30	17271.30	True
LW60	10.83	0.62610	0.62610	14293.39	17325.27	17325.27	True
LW60	11.00	0.63557	0.63557	14293.39	17378.50	17378.50	True
LW60	11.17	0.64398	0.64398	14293.39	17425.70	17425.70	True
LW60	11.33	0.64984	0.64984	14293.39	17458.60	17458.60	True
LW60	11.50	0.65429	0.65429	14293.39	17483.60	17483.60	True
LW60	11.67	0.66271	0.66271	14293.39	17530.91	17530.91	True
LW60	11.83	0.66661	0.66661	14293.39	17552.80	17552.80	True
LW60	12.00	0.66312	0.66312	14293.39	17533.20	17533.20	True
LW60	12.17	0.65767	0.65767	14293.39	17502.60	17502.60	True
LW60	12.33	0.66212	0.66212	14293.39	17527.60	17527.60	True
LW60	12.50	0.66511	0.66511	14293.39	17544.40	17544.40	True
LW60	12.67	0.66860	0.66860	14293.39	17564.00	17564.00	True
LW60	12.83	0.67391	0.67391	14293.39	17593.80	17593.80	True
LW60	13.00	0.67540	0.67540	14293.39	17602.20	17602.20	True
LW60	13.17	0.68284	0.68284	14293.39	17644.00	17644.00	True
LW65	0.00			8768.18	6626.45		True
LW65	0.17			8768.18	7804.90		True
LW65	0.33	-0.19715	-0.19715	8768.18	8182.50	8182.50	True
LW65	0.50	-0.05458	-0.05458	8768.18	8388.70	8388.70	True
LW65	0.67	0.03170	0.03170	8768.18	8513.50	8513.50	True
LW65	0.83	0.09201	0.09201	8768.18	8600.73	8600.73	True
LW65	1.00	0.12801	0.12801	8768.18	8652.80	8652.80	True
LW65	1.17	0.14129	0.14129	8768.18	8672.00	8672.00	True
LW65	1.33	0.16715	0.16715	8768.18	8709.40	8709.40	True
LW65	1.50	0.18976	0.18976	8768.18	8742.10	8742.10	True
LW65	1.67	0.20628	0.20628	8768.18	8766.00	8766.00	True
LW65	1.83	0.20930	0.20930	8768.18	8770.36	8770.36	True
LW65	2.00	0.22287	0.22287	8768.18	8790.00	8790.00	True
LW65	2.17	0.23401	0.23401	8768.18	8806.10	8806.10	True
LW65	2.33	0.23878	0.23878	8768.18	8813.00	8813.00	True
LW65	2.50	0.25039	0.25039	8768.18	8829.80	8829.80	True
LW65	2.67	0.25537	0.25537	8768.18	8837.00	8837.00	True
LW65	2.83	0.25839	0.25839	8768.18	8841.36	8841.36	True
LW65	3.00	0.26035	0.26035	8768.18	8844.20	8844.20	True
LW65	3.17	0.26533	0.26533	8768.18	8851.40	8851.40	True
LW65	3.33	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	3.50	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	3.67	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	3.83	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	4.00	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	4.17	0.27196	0.27196	8768.18	8861.00	8861.00	True
LW65	4.33	0.28690	0.28690	8768.18	8882.60	8882.60	True
LW65	4.50	0.28856	0.28856	8768.18	8885.00	8885.00	True
LW65	4.67	0.30446	0.30446	8768.18	8908.00	8908.00	True
LW65	4.83	0.31954	0.31954	8768.18	8929.82	8929.82	True
LW65	5.00	0.33592	0.33592	8768.18	8953.50	8953.50	True
LW65	5.17	0.35859	0.35859	8768.18	8986.30	8986.30	True
LW65	5.33	0.38342	0.38342	8768.18	9022.20	9022.20	True
LW65	5.50	0.41653	0.41653	8768.18	9070.10	9070.10	True
LW65	5.67	0.45076	0.45076	8768.18	9119.60	9119.60	True
LW65	5.83	0.48862	0.48862	8768.18	9174.36	9174.36	True
LW65	6.00	0.52640	0.52640	8768.18	9229.00	9229.00	True
LW65	6.17	0.55626	0.55626	8768.18	9272.20	9272.20	True
LW65	6.33	0.56788	0.56788	8768.18	9289.00	9289.00	True
LW65	6.50	0.58281	0.58281	8768.18	9310.60	9310.60	True
LW65	6.67	0.58447	0.58447	8768.18	9313.00	9313.00	True
LW65	6.83	0.58447	0.58447	8768.18	9313.00	9313.00	True
LW65	7.00	0.58447	0.58447	8768.18	9313.00	9313.00	True
LW65	7.17	0.58447	0.58447	8768.18	9313.00	9313.00	True
LW65	7.33	0.58613	0.58613	8768.18	9315.40	9315.40	True
LW65	7.50	0.58779	0.58779	8768.18	9317.80	9317.80	True
LW65	7.67	0.60107	0.60107	8768.18	9337.00	9337.00	True
LW65	7.83	0.60107	0.60107	8768.18	9337.00	9337.00	True
LW65	8.00	0.60107	0.60107	8768.18	9337.00	9337.00	True
LW65	8.17	0.60107	0.60107	8768.18	9337.00	9337.00	True
LW65	8.33	0.60438	0.60438	8768.18	9341.80	9341.80	True
LW65	8.50	0.61766	0.61766	8768.18	9361.00	9361.00	True
LW65	8.67	0.61766	0.61766	8768.18	9361.00	9361.00	True
LW65	8.83	0.62671	0.62671	8768.18	9374.09	9374.09	True
LW65	9.00	0.64421	0.64421	8768.18	9399.40	9399.40	True
LW65	9.17	0.65914	0.65914	8768.18	9421.00	9421.00	True
LW65	9.33	0.67408	0.67408	8768.18	9442.60	9442.60	True
LW65	9.50	0.68735	0.68735	8768.18	9461.80	9461.80	True
LW65	9.67	0.69399	0.69399	8768.18	9471.40	9471.40	True
LW65	9.83	0.70817	0.70817	8768.18	9491.91	9491.91	True
LW65	10.00	0.71722	0.71722	8768.18	9505.00	9505.00	True
LW65	10.17	0.72552	0.72552	8768.18	9517.00	9517.00	True
LW65	10.33	0.73215	0.73215	8768.18	9526.60	9526.60	True
LW65	10.50	0.73381	0.73381	8768.18	9529.00	9529.00	True
LW65	10.67	0.74211	0.74211	8768.18	9541.00	9541.00	True
LW65	10.83	0.74739	0.74739	8768.18	9548.64	9548.64	True
LW65	11.00	0.75041	0.75041	8768.18	9553.00	9553.00	True
LW65	11.17	0.75207	0.75207	8768.18	9555.40	9555.40	True
LW65	11.33	0.75207	0.75207	8768.18	9555.40	9555.40	True
LW65	11.50	0.75207	0.75207	8768.18	9555.40	9555.40	True
LW65	11.67	0.75946	0.75946	8768.18	9566.09	9566.09	True
LW65	11.83	0.76036	0.76036	8768.18	9567.40	9567.40	True
LW65	12.00	0.74875	0.74875	8768.18	9550.60	9550.60	True
LW65	12.17	0.74377	0.74377	8768.18	9543.40	9543.40	True
LW65	12.33	0.74709	0.74709	8768.18	9548.20	9548.20	True
LW65	12.50	0.74709	0.74709	8768.18	9548.20	9548.20	True
LW65	12.67	0.74890	0.74890	8768.18	9550.82	9550.82	True
LW65	12.83	0.75041	0.75041	8768.18	9553.00	9553.00	True
LW65	13.00	0.75041	0.75041	8768.18	9553.00	9553.00	True
LW65	13.17	0.75207	0.75207	8768.18	9555.40	9555.40	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