2026-03-30 C4.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: Gram-negative cocci
Dataset: LB-v0
Medium: LB
Role: sample

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Gram-negative cocci | 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 C4.xlsx	Well ID	C4
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	26.16950	2.0-42.0 h
LW60	end_norm	0.83658	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.88969	2.0-42.0 h
LW60	max_norm	0.88969	2.0-42.0 h
LW60	min_norm	0.00435	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	0.02169	2.0-42.0 h
LW61	auc_norm	56.85366	2.0-42.0 h
LW61	end_norm	17.86373	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	17.86373	2.0-42.0 h
LW61	max_norm	17.86373	2.0-42.0 h
LW61	min_norm	0.00791	2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	0.37344	2.0-42.0 h
LW61	pct_saturated_rows	0.37718	2.0-42.0 h
LW61	slope_norm	0.29528	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	0.08008	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	0.10830	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.08174	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	0.07510	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	7.64827	2.0-42.0 h
LW65	end_norm	0.23941	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.24697	2.0-42.0 h
LW65	max_norm	0.24697	2.0-42.0 h
LW65	min_norm	0.00230	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	0.00544	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	14856.45636	420.55608	Ready
LW65	5	6609.97818	115.22417	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	-0.26370	-0.26370	15626.89	10987.09	10987.09	True
LW60	0.17	-0.09228	-0.09228	15626.89	13502.40	13502.40	True
LW60	0.33	-0.04247	-0.04247	15626.89	14233.30	14233.30	True
LW60	0.50	-0.01374	-0.01374	15626.89	14654.90	14654.90	True
LW60	0.67	0.00673	0.00673	15626.89	14955.20	14955.20	True
LW60	0.83	0.02124	0.02124	15626.89	15168.18	15168.18	True
LW60	1.00	0.02823	0.02823	15626.89	15270.70	15270.70	True
LW60	1.17	0.03330	0.03330	15626.89	15345.10	15345.10	True
LW60	1.33	0.04129	0.04129	15626.89	15462.40	15462.40	True
LW60	1.50	0.04729	0.04729	15626.89	15550.30	15550.30	True
LW60	1.67	0.05092	0.05092	15626.89	15603.60	15603.60	True
LW60	1.83	0.05409	0.05409	15626.89	15650.18	15650.18	True
LW60	2.00	0.05713	0.05713	15626.89	15694.80	15694.80	True
LW60	2.17	0.06003	0.06003	15626.89	15737.30	15737.30	True
LW60	2.33	0.06224	0.06224	15626.89	15769.70	15769.70	True
LW60	2.50	0.06463	0.06463	15626.89	15804.80	15804.80	True
LW60	2.67	0.06573	0.06573	15626.89	15821.00	15821.00	True
LW60	2.83	0.06640	0.06640	15626.89	15830.82	15830.82	True
LW60	3.00	0.06775	0.06775	15626.89	15850.60	15850.60	True
LW60	3.17	0.06846	0.06846	15626.89	15861.00	15861.00	True
LW60	3.33	0.06935	0.06935	15626.89	15874.00	15874.00	True
LW60	3.50	0.06953	0.06953	15626.89	15876.70	15876.70	True
LW60	3.67	0.07082	0.07082	15626.89	15895.60	15895.60	True
LW60	3.83	0.07185	0.07185	15626.89	15910.82	15910.82	True
LW60	4.00	0.07321	0.07321	15626.89	15930.70	15930.70	True
LW60	4.17	0.07468	0.07468	15626.89	15952.30	15952.30	True
LW60	4.33	0.07836	0.07836	15626.89	16006.30	16006.30	True
LW60	4.50	0.08259	0.08259	15626.89	16068.40	16068.40	True
LW60	4.67	0.09124	0.09124	15626.89	16195.30	16195.30	True
LW60	4.83	0.11372	0.11372	15626.89	16525.09	16525.09	True
LW60	5.00	0.15037	0.15037	15626.89	17062.90	17062.90	True
LW60	5.17	0.19374	0.19374	15626.89	17699.30	17699.30	True
LW60	5.33	0.21760	0.21760	15626.89	18049.40	18049.40	True
LW60	5.50	0.23398	0.23398	15626.89	18289.80	18289.80	True
LW60	5.67	0.24964	0.24964	15626.89	18519.50	18519.50	True
LW60	5.83	0.29408	0.29408	15626.89	19171.64	19171.64	True
LW60	6.00	0.34731	0.34731	15626.89	19952.70	19952.70	True
LW60	6.17	0.37207	0.37207	15626.89	20316.00	20316.00	True
LW60	6.33	0.37226	0.37226	15626.89	20318.90	20318.90	True
LW60	6.50	0.36579	0.36579	15626.89	20223.90	20223.90	True
LW60	6.67	0.35731	0.35731	15626.89	20099.40	20099.40	True
LW60	6.83	0.35237	0.35237	15626.89	20026.91	20026.91	True
LW60	7.00	0.35202	0.35202	15626.89	20021.90	20021.90	True
LW60	7.17	0.35611	0.35611	15626.89	20081.90	20081.90	True
LW60	7.33	0.35769	0.35769	15626.89	20105.00	20105.00	True
LW60	7.50	0.35515	0.35515	15626.89	20067.70	20067.70	True
LW60	7.67	0.35084	0.35084	15626.89	20004.50	20004.50	True
LW60	7.83	0.34503	0.34503	15626.89	19919.27	19919.27	True
LW60	8.00	0.34063	0.34063	15626.89	19854.70	19854.70	True
LW60	8.17	0.33613	0.33613	15626.89	19788.70	19788.70	True
LW60	8.33	0.33182	0.33182	15626.89	19725.50	19725.50	True
LW60	8.50	0.33009	0.33009	15626.89	19700.10	19700.10	True
LW60	8.67	0.32950	0.32950	15626.89	19691.40	19691.40	True
LW60	8.83	0.33185	0.33185	15626.89	19725.91	19725.91	True
LW60	9.00	0.33633	0.33633	15626.89	19791.60	19791.60	True
LW60	9.17	0.34182	0.34182	15626.89	19872.10	19872.10	True
LW60	9.33	0.34768	0.34768	15626.89	19958.20	19958.20	True
LW60	9.50	0.35476	0.35476	15626.89	20062.00	20062.00	True
LW60	9.67	0.36144	0.36144	15626.89	20160.10	20160.10	True
LW60	9.83	0.36969	0.36969	15626.89	20281.18	20281.18	True
LW60	10.00	0.37758	0.37758	15626.89	20396.90	20396.90	True
LW60	10.17	0.38770	0.38770	15626.89	20545.40	20545.40	True
LW60	10.33	0.39721	0.39721	15626.89	20685.00	20685.00	True
LW60	10.50	0.40715	0.40715	15626.89	20830.80	20830.80	True
LW60	10.67	0.41691	0.41691	15626.89	20974.00	20974.00	True
LW60	10.83	0.42766	0.42766	15626.89	21131.73	21131.73	True
LW60	11.00	0.43972	0.43972	15626.89	21308.70	21308.70	True
LW60	11.17	0.45017	0.45017	15626.89	21462.00	21462.00	True
LW60	11.33	0.46224	0.46224	15626.89	21639.10	21639.10	True
LW60	11.50	0.47315	0.47315	15626.89	21799.30	21799.30	True
LW60	11.67	0.48550	0.48550	15626.89	21980.40	21980.40	True
LW60	11.83	0.49695	0.49695	15626.89	22148.45	22148.45	True
LW60	12.00	0.50871	0.50871	15626.89	22321.00	22321.00	True
LW60	12.17	0.52093	0.52093	15626.89	22500.30	22500.30	True
LW60	12.33	0.53304	0.53304	15626.89	22678.00	22678.00	True
LW60	12.50	0.54494	0.54494	15626.89	22852.70	22852.70	True
LW60	12.67	0.55709	0.55709	15626.89	23031.00	23031.00	True
LW60	12.83	0.56908	0.56908	15626.89	23206.90	23206.90	True
LW60	13.00	0.58046	0.58046	15626.89	23373.90	23373.90	True
LW60	13.17	0.59148	0.59148	15626.89	23535.50	23535.50	True
LW65	0.00	-0.54123	-0.54123	6821.32	5502.55	5583.80	True
LW65	0.17	-0.21175	-0.21175	6821.32	6208.50	6208.50	True
LW65	0.33	-0.09134	-0.09134	6821.32	6436.80	6436.80	True
LW65	0.50	-0.02668	-0.02668	6821.32	6559.40	6559.40	True
LW65	0.67	0.01404	0.01404	6821.32	6636.60	6636.60	True
LW65	0.83	0.04436	0.04436	6821.32	6694.09	6694.09	True
LW65	1.00	0.05961	0.05961	6821.32	6723.00	6723.00	True
LW65	1.17	0.07295	0.07295	6821.32	6748.30	6748.30	True
LW65	1.33	0.08967	0.08967	6821.32	6780.00	6780.00	True
LW65	1.50	0.09547	0.09547	6821.32	6791.00	6791.00	True
LW65	1.67	0.10761	0.10761	6821.32	6814.00	6814.00	True
LW65	1.83	0.11532	0.11532	6821.32	6828.64	6828.64	True
LW65	2.00	0.11974	0.11974	6821.32	6837.00	6837.00	True
LW65	2.17	0.12459	0.12459	6821.32	6846.20	6846.20	True
LW65	2.33	0.13187	0.13187	6821.32	6860.00	6860.00	True
LW65	2.50	0.13429	0.13429	6821.32	6864.60	6864.60	True
LW65	2.67	0.13551	0.13551	6821.32	6866.90	6866.90	True
LW65	2.83	0.14069	0.14069	6821.32	6876.73	6876.73	True
LW65	3.00	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	3.17	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	3.33	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	3.50	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	3.67	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	3.83	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	4.00	0.14400	0.14400	6821.32	6883.00	6883.00	True
LW65	4.17	0.14642	0.14642	6821.32	6887.60	6887.60	True
LW65	4.33	0.15491	0.15491	6821.32	6903.70	6903.70	True
LW65	4.50	0.15613	0.15613	6821.32	6906.00	6906.00	True
LW65	4.67	0.15729	0.15729	6821.32	6908.20	6908.20	True
LW65	4.83	0.17435	0.17435	6821.32	6940.55	6940.55	True
LW65	5.00	0.19927	0.19927	6821.32	6987.80	6987.80	True
LW65	5.17	0.23566	0.23566	6821.32	7056.80	7056.80	True
LW65	5.33	0.26842	0.26842	6821.32	7118.90	7118.90	True
LW65	5.50	0.29874	0.29874	6821.32	7176.40	7176.40	True
LW65	5.67	0.33150	0.33150	6821.32	7238.50	7238.50	True
LW65	5.83	0.41034	0.41034	6821.32	7388.00	7388.00	True
LW65	6.00	0.50048	0.50048	6821.32	7558.90	7558.90	True
LW65	6.17	0.53582	0.53582	6821.32	7625.90	7625.90	True
LW65	6.33	0.53097	0.53097	6821.32	7616.70	7616.70	True
LW65	6.50	0.52005	0.52005	6821.32	7596.00	7596.00	True
LW65	6.67	0.51034	0.51034	6821.32	7577.60	7577.60	True
LW65	6.83	0.50571	0.50571	6821.32	7568.82	7568.82	True
LW65	7.00	0.49821	0.49821	6821.32	7554.60	7554.60	True
LW65	7.17	0.49579	0.49579	6821.32	7550.00	7550.00	True
LW65	7.33	0.49579	0.49579	6821.32	7550.00	7550.00	True
LW65	7.50	0.48693	0.48693	6821.32	7533.20	7533.20	True
LW65	7.67	0.47342	0.47342	6821.32	7507.60	7507.60	True
LW65	7.83	0.46659	0.46659	6821.32	7494.64	7494.64	True
LW65	8.00	0.45523	0.45523	6821.32	7473.10	7473.10	True
LW65	8.17	0.44674	0.44674	6821.32	7457.00	7457.00	True
LW65	8.33	0.43461	0.43461	6821.32	7434.00	7434.00	True
LW65	8.50	0.43097	0.43097	6821.32	7427.10	7427.10	True
LW65	8.67	0.42369	0.42369	6821.32	7413.30	7413.30	True
LW65	8.83	0.42248	0.42248	6821.32	7411.00	7411.00	True
LW65	9.00	0.43097	0.43097	6821.32	7427.10	7427.10	True
LW65	9.17	0.43703	0.43703	6821.32	7438.60	7438.60	True
LW65	9.33	0.44674	0.44674	6821.32	7457.00	7457.00	True
LW65	9.50	0.45280	0.45280	6821.32	7468.50	7468.50	True
LW65	9.67	0.46129	0.46129	6821.32	7484.60	7484.60	True
LW65	9.83	0.47320	0.47320	6821.32	7507.18	7507.18	True
LW65	10.00	0.48566	0.48566	6821.32	7530.80	7530.80	True
LW65	10.17	0.49821	0.49821	6821.32	7554.60	7554.60	True
LW65	10.33	0.51034	0.51034	6821.32	7577.60	7577.60	True
LW65	10.50	0.52369	0.52369	6821.32	7602.90	7602.90	True
LW65	10.67	0.53339	0.53339	6821.32	7621.30	7621.30	True
LW65	10.83	0.55093	0.55093	6821.32	7654.55	7654.55	True
LW65	11.00	0.56372	0.56372	6821.32	7678.80	7678.80	True
LW65	11.17	0.57870	0.57870	6821.32	7707.20	7707.20	True
LW65	11.33	0.59336	0.59336	6821.32	7735.00	7735.00	True
LW65	11.50	0.60428	0.60428	6821.32	7755.70	7755.70	True
LW65	11.67	0.61762	0.61762	6821.32	7781.00	7781.00	True
LW65	11.83	0.63138	0.63138	6821.32	7807.09	7807.09	True
LW65	12.00	0.64484	0.64484	6821.32	7832.60	7832.60	True
LW65	12.17	0.65939	0.65939	6821.32	7860.20	7860.20	True
LW65	12.33	0.66920	0.66920	6821.32	7878.80	7878.80	True
LW65	12.50	0.68418	0.68418	6821.32	7907.20	7907.20	True
LW65	12.67	0.69477	0.69477	6821.32	7927.27	7927.27	True
LW65	12.83	0.70739	0.70739	6821.32	7951.20	7951.20	True
LW65	13.00	0.71989	0.71989	6821.32	7974.90	7974.90	True
LW65	13.17	0.72838	0.72838	6821.32	7991.00	7991.00	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