2026-04-01 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: Unknown
Dataset: LB-v0
Medium: LB
Role: unmapped_actual

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: Unknown | Run: 2026-04-01 inc5 | Role: unmapped_actual

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 inc5	Run date	2026-04-01
Media	LB	Incubator	inc5
Well file	2026-04-01 C4.xlsx	Well ID	C4
Sample role	unmapped_actual	Sample status	unmapped_good_file
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group
Strain source		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	14.13655	2.0-42.0 h
LW60	end_norm	0.45555	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.45828	2.0-42.0 h
LW60	max_norm	0.45828	2.0-42.0 h
LW60	min_norm	0.00562	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	0.00852	2.0-42.0 h
LW61	auc_norm		2.0-42.0 h
LW61	end_norm		2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm		2.0-42.0 h
LW61	max_norm		2.0-42.0 h
LW61	min_norm		2.0-42.0 h
LW61	pct_abnormal_rows	0.00000	2.0-42.0 h
LW61	pct_missing_norm	1.00000	2.0-42.0 h
LW61	pct_saturated_rows	1.00000	2.0-42.0 h
LW61	slope_norm		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	0.00539	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	0.11079	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.07676	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	0.04677	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	4.86062	2.0-42.0 h
LW65	end_norm	0.15060	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.15386	2.0-42.0 h
LW65	max_norm	0.15386	2.0-42.0 h
LW65	min_norm	0.00315	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	0.00288	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 540 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	15002.49455	311.84138	Ready
LW65	5	6862.97091	109.11818	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	5043.27–48539.60 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	5043.27–48539.60 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	5043.27–48539.60 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	5043.27–48539.60 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	-0.81801	-0.81801	15681.53	8568.45	8568.45	True
LW60	0.17	-0.16796	-0.16796	15681.53	13681.40	13681.40	True
LW60	0.33	-0.06022	-0.06022	15681.53	14528.80	14528.80	True
LW60	0.50	-0.01608	-0.01608	15681.53	14876.00	14876.00	True
LW60	0.67	0.01015	0.01015	15681.53	15082.30	15082.30	True
LW60	0.83	0.02565	0.02565	15681.53	15204.27	15204.27	True
LW60	1.00	0.04051	0.04051	15681.53	15321.10	15321.10	True
LW60	1.17	0.05575	0.05575	15681.53	15441.00	15441.00	True
LW60	1.33	0.06592	0.06592	15681.53	15521.00	15521.00	True
LW60	1.50	0.07575	0.07575	15681.53	15598.30	15598.30	True
LW60	1.67	0.08291	0.08291	15681.53	15654.60	15654.60	True
LW60	1.83	0.08975	0.08975	15681.53	15708.45	15708.45	True
LW60	2.00	0.09754	0.09754	15681.53	15769.70	15769.70	True
LW60	2.17	0.10508	0.10508	15681.53	15829.00	15829.00	True
LW60	2.33	0.11458	0.11458	15681.53	15903.70	15903.70	True
LW60	2.50	0.12556	0.12556	15681.53	15990.10	15990.10	True
LW60	2.67	0.14135	0.14135	15681.53	16114.30	16114.30	True
LW60	2.83	0.16104	0.16104	15681.53	16269.18	16269.18	True
LW60	3.00	0.18600	0.18600	15681.53	16465.50	16465.50	True
LW60	3.17	0.21434	0.21434	15681.53	16688.40	16688.40	True
LW60	3.33	0.24558	0.24558	15681.53	16934.10	16934.10	True
LW60	3.50	0.27516	0.27516	15681.53	17166.80	17166.80	True
LW60	3.67	0.30350	0.30350	15681.53	17389.70	17389.70	True
LW60	3.83	0.33138	0.33138	15681.53	17609.00	17609.00	True
LW60	4.00	0.35447	0.35447	15681.53	17790.60	17790.60	True
LW60	4.17	0.37428	0.37428	15681.53	17946.40	17946.40	True
LW60	4.33	0.39160	0.39160	15681.53	18082.60	18082.60	True
LW60	4.50	0.40868	0.40868	15681.53	18217.00	18217.00	True
LW60	4.67	0.42364	0.42364	15681.53	18334.60	18334.60	True
LW60	4.83	0.43797	0.43797	15681.53	18447.36	18447.36	True
LW60	5.00	0.46108	0.46108	15681.53	18629.10	18629.10	True
LW60	5.17	0.48654	0.48654	15681.53	18829.40	18829.40	True
LW60	5.33	0.51205	0.51205	15681.53	19030.00	19030.00	True
LW60	5.50	0.53335	0.53335	15681.53	19197.60	19197.60	True
LW60	5.67	0.54926	0.54926	15681.53	19322.70	19322.70	True
LW60	5.83	0.56353	0.56353	15681.53	19434.91	19434.91	True
LW60	6.00	0.57684	0.57684	15681.53	19539.60	19539.60	True
LW60	6.17	0.58884	0.58884	15681.53	19634.00	19634.00	True
LW60	6.33	0.59794	0.59794	15681.53	19705.60	19705.60	True
LW60	6.50	0.60631	0.60631	15681.53	19771.40	19771.40	True
LW60	6.67	0.61468	0.61468	15681.53	19837.30	19837.30	True
LW60	6.83	0.62344	0.62344	15681.53	19906.18	19906.18	True
LW60	7.00	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	7.17	0.62967	0.62967	15681.53	19955.20	19955.20	True
LW60	7.33	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	7.50	0.62206	0.62206	15681.53	19895.30	19895.30	True
LW60	7.67	0.61579	0.61579	15681.53	19846.00	19846.00	True
LW60	7.83	0.61049	0.61049	15681.53	19804.27	19804.27	True
LW60	8.00	0.61321	0.61321	15681.53	19825.70	19825.70	True
LW60	8.17	0.61505	0.61505	15681.53	19840.20	19840.20	True
LW60	8.33	0.61800	0.61800	15681.53	19863.40	19863.40	True
LW60	8.50	0.62095	0.62095	15681.53	19886.60	19886.60	True
LW60	8.67	0.62566	0.62566	15681.53	19923.60	19923.60	True
LW60	8.83	0.62773	0.62773	15681.53	19939.91	19939.91	True
LW60	9.00	0.63078	0.63078	15681.53	19963.90	19963.90	True
LW60	9.17	0.63115	0.63115	15681.53	19966.80	19966.80	True
LW60	9.33	0.63041	0.63041	15681.53	19961.00	19961.00	True
LW60	9.50	0.63115	0.63115	15681.53	19966.80	19966.80	True
LW60	9.67	0.63041	0.63041	15681.53	19961.00	19961.00	True
LW60	9.83	0.62974	0.62974	15681.53	19955.73	19955.73	True
LW60	10.00	0.62783	0.62783	15681.53	19940.70	19940.70	True
LW60	10.17	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	10.33	0.62601	0.62601	15681.53	19926.40	19926.40	True
LW60	10.50	0.62601	0.62601	15681.53	19926.40	19926.40	True
LW60	10.67	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	10.83	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	11.00	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	11.17	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	11.33	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	11.50	0.62672	0.62672	15681.53	19932.00	19932.00	True
LW60	11.67	0.62709	0.62709	15681.53	19934.90	19934.90	True
LW60	11.83	0.62840	0.62840	15681.53	19945.18	19945.18	True
LW60	12.00	0.63262	0.63262	15681.53	19978.40	19978.40	True
LW60	12.17	0.63410	0.63410	15681.53	19990.00	19990.00	True
LW60	12.33	0.63631	0.63631	15681.53	20007.40	20007.40	True
LW60	12.50	0.64074	0.64074	15681.53	20042.20	20042.20	True
LW60	12.67	0.64432	0.64432	15681.53	20070.40	20070.40	True
LW60	12.83	0.64738	0.64738	15681.53	20094.45	20094.45	True
LW60	13.00	0.64983	0.64983	15681.53	20113.70	20113.70	True
LW60	13.17	0.65241	0.65241	15681.53	20134.00	20134.00	True
LW65	0.00	-1.00000	-1.00000	7066.73	5043.27	5043.27	True
LW65	0.17	-0.27882	-0.27882	7066.73	6355.60	6355.60	True
LW65	0.33	-0.09187	-0.09187	7066.73	6695.80	6695.80	True
LW65	0.50	-0.02433	-0.02433	7066.73	6818.70	6818.70	True
LW65	0.67	0.01733	0.01733	7066.73	6894.50	6894.50	True
LW65	0.83	0.04038	0.04038	7066.73	6936.45	6936.45	True
LW65	1.00	0.05849	0.05849	7066.73	6969.40	6969.40	True
LW65	1.17	0.07492	0.07492	7066.73	6999.30	6999.30	True
LW65	1.33	0.08882	0.08882	7066.73	7024.60	7024.60	True
LW65	1.50	0.09893	0.09893	7066.73	7043.00	7043.00	True
LW65	1.67	0.10778	0.10778	7066.73	7059.10	7059.10	True
LW65	1.83	0.11617	0.11617	7066.73	7074.36	7074.36	True
LW65	2.00	0.12421	0.12421	7066.73	7089.00	7089.00	True
LW65	2.17	0.12674	0.12674	7066.73	7093.60	7093.60	True
LW65	2.33	0.13685	0.13685	7066.73	7112.00	7112.00	True
LW65	2.50	0.13812	0.13812	7066.73	7114.30	7114.30	True
LW65	2.67	0.14949	0.14949	7066.73	7135.00	7135.00	True
LW65	2.83	0.15753	0.15753	7066.73	7149.64	7149.64	True
LW65	3.00	0.16719	0.16719	7066.73	7167.20	7167.20	True
LW65	3.17	0.18362	0.18362	7066.73	7197.10	7197.10	True
LW65	3.33	0.19626	0.19626	7066.73	7220.10	7220.10	True
LW65	3.50	0.21142	0.21142	7066.73	7247.70	7247.70	True
LW65	3.67	0.22786	0.22786	7066.73	7277.60	7277.60	True
LW65	3.83	0.23912	0.23912	7066.73	7298.09	7298.09	True
LW65	4.00	0.25061	0.25061	7066.73	7319.00	7319.00	True
LW65	4.17	0.26325	0.26325	7066.73	7342.00	7342.00	True
LW65	4.33	0.26451	0.26451	7066.73	7344.30	7344.30	True
LW65	4.50	0.27589	0.27589	7066.73	7365.00	7365.00	True
LW65	4.67	0.28347	0.28347	7066.73	7378.80	7378.80	True
LW65	4.83	0.29082	0.29082	7066.73	7392.18	7392.18	True
LW65	5.00	0.30622	0.30622	7066.73	7420.20	7420.20	True
LW65	5.17	0.32392	0.32392	7066.73	7452.40	7452.40	True
LW65	5.33	0.34035	0.34035	7066.73	7482.30	7482.30	True
LW65	5.50	0.35551	0.35551	7066.73	7509.90	7509.90	True
LW65	5.67	0.37096	0.37096	7066.73	7538.00	7538.00	True
LW65	5.83	0.38330	0.38330	7066.73	7560.45	7560.45	True
LW65	6.00	0.39525	0.39525	7066.73	7582.20	7582.20	True
LW65	6.17	0.40536	0.40536	7066.73	7600.60	7600.60	True
LW65	6.33	0.41547	0.41547	7066.73	7619.00	7619.00	True
LW65	6.50	0.41800	0.41800	7066.73	7623.60	7623.60	True
LW65	6.67	0.42811	0.42811	7066.73	7642.00	7642.00	True
LW65	6.83	0.43960	0.43960	7066.73	7662.91	7662.91	True
LW65	7.00	0.44075	0.44075	7066.73	7665.00	7665.00	True
LW65	7.17	0.44580	0.44580	7066.73	7674.20	7674.20	True
LW65	7.33	0.45086	0.45086	7066.73	7683.40	7683.40	True
LW65	7.50	0.45339	0.45339	7066.73	7688.00	7688.00	True
LW65	7.67	0.45339	0.45339	7066.73	7688.00	7688.00	True
LW65	7.83	0.45339	0.45339	7066.73	7688.00	7688.00	True
LW65	8.00	0.46130	0.46130	7066.73	7702.40	7702.40	True
LW65	8.17	0.46658	0.46658	7066.73	7712.00	7712.00	True
LW65	8.33	0.46658	0.46658	7066.73	7712.00	7712.00	True
LW65	8.50	0.47037	0.47037	7066.73	7718.90	7718.90	True
LW65	8.67	0.47795	0.47795	7066.73	7732.70	7732.70	True
LW65	8.83	0.47922	0.47922	7066.73	7735.00	7735.00	True
LW65	9.00	0.48427	0.48427	7066.73	7744.20	7744.20	True
LW65	9.17	0.48680	0.48680	7066.73	7748.80	7748.80	True
LW65	9.33	0.49059	0.49059	7066.73	7755.70	7755.70	True
LW65	9.50	0.49059	0.49059	7066.73	7755.70	7755.70	True
LW65	9.67	0.49059	0.49059	7066.73	7755.70	7755.70	True
LW65	9.83	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.00	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.17	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.33	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.50	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.67	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	10.83	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.00	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.17	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.33	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.50	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.67	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	11.83	0.49186	0.49186	7066.73	7758.00	7758.00	True
LW65	12.00	0.49438	0.49438	7066.73	7762.60	7762.60	True
LW65	12.17	0.49691	0.49691	7066.73	7767.20	7767.20	True
LW65	12.33	0.50323	0.50323	7066.73	7778.70	7778.70	True
LW65	12.50	0.50450	0.50450	7066.73	7781.00	7781.00	True
LW65	12.67	0.50581	0.50581	7066.73	7783.40	7783.40	True
LW65	12.83	0.50450	0.50450	7066.73	7781.00	7781.00	True
LW65	13.00	0.50450	0.50450	7066.73	7781.00	7781.00	True
LW65	13.17	0.51241	0.51241	7066.73	7795.40	7795.40	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