2026-04-06 C3.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: LB blank
Dataset: LB-v0
Medium: LB
Role: blank

View signal plots View calculation

Dataset: LB-v0 | Medium: LB | Organism: LB blank | Run: 2026-04-06 inc4 | Role: blank

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	2026-04-06 inc4	Run date	2026-04-06
Media	LB	Incubator	inc4
Well file	2026-04-06 C3.xlsx	Well ID	C3
Sample role	blank	Sample status	inferred_blank
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	-0.30506	2.0-42.0 h
LW60	end_norm	-0.00554	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.02240	2.0-42.0 h
LW60	max_norm	0.00683	2.0-42.0 h
LW60	min_norm	-0.02240	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	-0.00020	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	-7.67585	2.0-42.0 h
LW62	end_norm	-0.27122	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.34688	2.0-42.0 h
LW62	max_norm	0.34688	2.0-42.0 h
LW62	min_norm	-0.27231	2.0-42.0 h
LW62	pct_abnormal_rows	0.00000	2.0-42.0 h
LW62	pct_missing_norm	0.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.00000	2.0-42.0 h
LW62	slope_norm	-0.00395	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	0.42068	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.32720	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	1.00000	2.0-42.0 h
LW64	slope_norm		2.0-42.0 h
LW65	auc_norm	-1.03828	2.0-42.0 h
LW65	end_norm	-0.04096	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.04096	2.0-42.0 h
LW65	max_norm	0.00286	2.0-42.0 h
LW65	min_norm	-0.04096	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	-0.00107	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 808 source points

Control overlay: mean of 7 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	48573.72000	593.10165	Ready
LW65	5	5964.23273	182.81068	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	4692.18–49051.00 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	4692.18–49051.00 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	4692.18–49051.00 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	4692.18–49051.00 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	-1.00000–0.22181 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.83 h	-1.00000–0.22181 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.83 h	-1.00000–0.22181 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.83 h	-1.00000–0.22181 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	-1.00000	-1.00000	48469.24	43142.45	43621.70	True
LW60	0.17	-0.45521	-0.45521	48469.24	46319.50	46319.50	True
LW60	0.33	-0.19191	-0.19191	48469.24	47623.40	47623.40	True
LW60	0.50	-0.03538	-0.03538	48469.24	48398.50	48398.50	True
LW60	0.67	0.03861	0.03861	48469.24	48764.90	48764.90	True
LW60	0.83	0.09230	0.09230	48469.24	49030.80	49030.80	True
LW60	1.00	0.09638	0.09638	48469.24	49051.00	49051.00	True
LW60	1.17	0.07883	0.07883	48469.24	48964.10	48964.10	True
LW60	1.33	0.04664	0.04664	48469.24	48804.70	48804.70	True
LW60	1.50	0.02251	0.02251	48469.24	48685.20	48685.20	True
LW60	1.67	-0.00778	-0.00778	48469.24	48535.20	48535.20	True
LW60	1.83	-0.03442	-0.03442	48469.24	48403.27	48403.27	True
LW60	2.00	-0.06218	-0.06218	48469.24	48265.80	48265.80	True
LW60	2.17	-0.08399	-0.08399	48469.24	48157.78	48157.78	True
LW60	3.00	-0.24035	-0.24035	48469.24	47383.50	47383.50	True
LW60	3.17	-0.22365	-0.22365	48469.24	47466.20	47466.20	True
LW60	3.33	-0.15768	-0.15768	48469.24	47792.90	47792.90	True
LW60	3.50	-0.10293	-0.10293	48469.24	48064.00	48064.00	True
LW60	3.67	-0.05863	-0.05863	48469.24	48283.40	48283.40	True
LW60	3.83	-0.03728	-0.03728	48469.24	48389.10	48389.10	True
LW60	4.00	-0.02022	-0.02022	48469.24	48473.60	48473.60	True
LW60	4.17	-0.00778	-0.00778	48469.24	48535.20	48535.20	True
LW60	4.33	0.00111	0.00111	48469.24	48579.20	48579.20	True
LW60	4.50	0.00450	0.00450	48469.24	48596.00	48596.00	True
LW60	4.67	0.00999	0.00999	48469.24	48623.20	48623.20	True
LW60	4.83	0.01710	0.01710	48469.24	48658.40	48658.40	True
LW60	5.00	0.00999	0.00999	48469.24	48623.20	48623.20	True
LW60	5.17	0.00288	0.00288	48469.24	48588.00	48588.00	True
LW60	5.33	0.00644	0.00644	48469.24	48605.60	48605.60	True
LW60	5.50	0.00773	0.00773	48469.24	48612.00	48612.00	True
LW60	5.67	0.00644	0.00644	48469.24	48605.60	48605.60	True
LW60	5.83	0.00910	0.00910	48469.24	48618.80	48618.80	True
LW60	6.00	0.01177	0.01177	48469.24	48632.00	48632.00	True
LW60	6.17	0.01266	0.01266	48469.24	48636.40	48636.40	True
LW60	6.33	0.01266	0.01266	48469.24	48636.40	48636.40	True
LW60	6.50	0.02065	0.02065	48469.24	48676.00	48676.00	True
LW60	6.67	0.02974	0.02974	48469.24	48721.00	48721.00	True
LW60	6.83	0.03418	0.03418	48469.24	48743.00	48743.00	True
LW60	7.00	0.04573	0.04573	48469.24	48800.20	48800.20	True
LW60	7.17	0.04573	0.04573	48469.24	48800.20	48800.20	True
LW60	7.33	0.03774	0.03774	48469.24	48760.60	48760.60	True
LW60	7.50	0.03620	0.03620	48469.24	48753.00	48753.00	True
LW60	7.67	0.03241	0.03241	48469.24	48734.20	48734.20	True
LW60	7.83	0.02790	0.02790	48469.24	48711.90	48711.90	True
LW60	8.00	0.01888	0.01888	48469.24	48667.20	48667.20	True
LW60	8.17	0.00999	0.00999	48469.24	48623.20	48623.20	True
LW60	8.33	-0.00067	-0.00067	48469.24	48570.40	48570.40	True
LW60	8.50	-0.01085	-0.01085	48469.24	48520.00	48520.00	True
LW60	8.67	-0.02111	-0.02111	48469.24	48469.20	48469.20	True
LW60	8.83	-0.02561	-0.02561	48469.24	48446.90	48446.90	True
LW60	9.00	-0.03373	-0.03373	48469.24	48406.70	48406.70	True
LW60	9.17	-0.03819	-0.03819	48469.24	48384.60	48384.60	True
LW60	9.33	-0.04086	-0.04086	48469.24	48371.40	48371.40	True
LW60	9.50	-0.04659	-0.04659	48469.24	48343.00	48343.00	True
LW60	9.67	-0.04708	-0.04708	48469.24	48340.60	48340.60	True
LW60	9.83	-0.05063	-0.05063	48469.24	48323.00	48323.00	True
LW60	10.00	-0.05330	-0.05330	48469.24	48309.80	48309.80	True
LW60	10.17	-0.05863	-0.05863	48469.24	48283.40	48283.40	True
LW60	10.33	-0.06040	-0.06040	48469.24	48274.60	48274.60	True
LW60	10.50	-0.06113	-0.06113	48469.24	48271.00	48271.00	True
LW60	10.67	-0.06747	-0.06747	48469.24	48239.60	48239.60	True
LW60	10.83	-0.07448	-0.07448	48469.24	48204.90	48204.90	True
LW60	11.00	-0.07274	-0.07274	48469.24	48213.50	48213.50	True
LW60	11.17	-0.07361	-0.07361	48469.24	48209.20	48209.20	True
LW60	11.33	-0.07797	-0.07797	48469.24	48187.60	48187.60	True
LW60	11.50	-0.07712	-0.07712	48469.24	48191.82	48191.82	True
LW60	11.67	-0.08241	-0.08241	48469.24	48165.60	48165.60	True
LW60	11.83	-0.08330	-0.08330	48469.24	48161.20	48161.20	True
LW60	12.00	-0.08330	-0.08330	48469.24	48161.20	48161.20	True
LW60	12.17	-0.08952	-0.08952	48469.24	48130.40	48130.40	True
LW60	12.33	-0.08597	-0.08597	48469.24	48148.00	48148.00	True
LW60	12.50	-0.09001	-0.09001	48469.24	48128.00	48128.00	True
LW60	12.67	-0.08597	-0.08597	48469.24	48148.00	48148.00	True
LW60	12.83	-0.08508	-0.08508	48469.24	48152.40	48152.40	True
LW60	13.00	-0.08863	-0.08863	48469.24	48134.80	48134.80	True
LW60	13.17	-0.08952	-0.08952	48469.24	48130.40	48130.40	True
LW60	13.33	-0.09308	-0.09308	48469.24	48112.80	48112.80	True
LW60	13.50	-0.09405	-0.09405	48469.24	48108.00	48108.00	True
LW60	13.67	-0.09752	-0.09752	48469.24	48090.80	48090.80	True
LW60	13.83	-0.09841	-0.09841	48469.24	48086.40	48086.40	True
LW65	0.00	-1.00000	-1.00000	6161.40	4692.18	4744.80	True
LW65	0.17	-0.51518	-0.51518	6161.40	5336.00	5336.00	True
LW65	0.33	-0.22866	-0.22866	6161.40	5685.40	5685.40	True
LW65	0.50	-0.06161	-0.06161	6161.40	5889.10	5889.10	True
LW65	0.67	0.03983	0.03983	6161.40	6012.80	6012.80	True
LW65	0.83	0.10437	0.10437	6161.40	6091.50	6091.50	True
LW65	1.00	0.14608	0.14608	6161.40	6142.36	6142.36	True
LW65	1.17	0.15988	0.15988	6161.40	6159.20	6159.20	True
LW65	1.33	0.17432	0.17432	6161.40	6176.80	6176.80	True
LW65	1.50	0.17432	0.17432	6161.40	6176.80	6176.80	True
LW65	1.67	0.16530	0.16530	6161.40	6165.80	6165.80	True
LW65	1.83	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	2.00	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	2.17	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	3.00	0.07013	0.07013	6161.40	6049.75	6049.75	True
LW65	3.17	0.06369	0.06369	6161.40	6041.90	6041.90	True
LW65	3.33	0.09330	0.09330	6161.40	6078.00	6078.00	True
LW65	3.50	0.11931	0.11931	6161.40	6109.73	6109.73	True
LW65	3.67	0.14299	0.14299	6161.40	6138.60	6138.60	True
LW65	3.83	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	4.00	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	4.17	0.15988	0.15988	6161.40	6159.20	6159.20	True
LW65	4.33	0.16169	0.16169	6161.40	6161.40	6161.40	True
LW65	4.50	0.16136	0.16136	6161.40	6161.00	6161.00	True
LW65	4.67	0.16890	0.16890	6161.40	6170.20	6170.20	True
LW65	4.83	0.17071	0.17071	6161.40	6172.40	6172.40	True
LW65	5.00	0.17251	0.17251	6161.40	6174.60	6174.60	True
LW65	5.17	0.15988	0.15988	6161.40	6159.20	6159.20	True
LW65	5.33	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	5.50	0.16136	0.16136	6161.40	6161.00	6161.00	True
LW65	5.67	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	5.83	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.00	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.17	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.33	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.50	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.67	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	6.83	0.16710	0.16710	6161.40	6168.00	6168.00	True
LW65	7.00	0.17432	0.17432	6161.40	6176.80	6176.80	True
LW65	7.17	0.17612	0.17612	6161.40	6179.00	6179.00	True
LW65	7.33	0.17612	0.17612	6161.40	6179.00	6179.00	True
LW65	7.50	0.16792	0.16792	6161.40	6169.00	6169.00	True
LW65	7.67	0.15988	0.15988	6161.40	6159.20	6159.20	True
LW65	7.83	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	8.00	0.15808	0.15808	6161.40	6157.00	6157.00	True
LW65	8.17	0.15431	0.15431	6161.40	6152.40	6152.40	True
LW65	8.33	0.13922	0.13922	6161.40	6134.00	6134.00	True
LW65	8.50	0.13922	0.13922	6161.40	6134.00	6134.00	True
LW65	8.67	0.13561	0.13561	6161.40	6129.60	6129.60	True
LW65	8.83	0.13020	0.13020	6161.40	6123.00	6123.00	True
LW65	9.00	0.12298	0.12298	6161.40	6114.20	6114.20	True
LW65	9.17	0.12118	0.12118	6161.40	6112.00	6112.00	True
LW65	9.33	0.12118	0.12118	6161.40	6112.00	6112.00	True
LW65	9.50	0.11775	0.11775	6161.40	6107.82	6107.82	True
LW65	9.67	0.10609	0.10609	6161.40	6093.60	6093.60	True
LW65	9.83	0.10232	0.10232	6161.40	6089.00	6089.00	True
LW65	10.00	0.10232	0.10232	6161.40	6089.00	6089.00	True
LW65	10.17	0.10232	0.10232	6161.40	6089.00	6089.00	True
LW65	10.33	0.10232	0.10232	6161.40	6089.00	6089.00	True
LW65	10.50	0.09412	0.09412	6161.40	6079.00	6079.00	True
LW65	10.67	0.08788	0.08788	6161.40	6071.40	6071.40	True
LW65	10.83	0.08427	0.08427	6161.40	6067.00	6067.00	True
LW65	11.00	0.08427	0.08427	6161.40	6067.00	6067.00	True
LW65	11.17	0.08427	0.08427	6161.40	6067.00	6067.00	True
LW65	11.33	0.08427	0.08427	6161.40	6067.00	6067.00	True
LW65	11.50	0.08427	0.08427	6161.40	6067.00	6067.00	True
LW65	11.67	0.08239	0.08239	6161.40	6064.70	6064.70	True
LW65	11.83	0.07673	0.07673	6161.40	6057.80	6057.80	True
LW65	12.00	0.07107	0.07107	6161.40	6050.90	6050.90	True
LW65	12.17	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	12.33	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	12.50	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	12.67	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	12.83	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	13.00	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	13.17	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	13.33	0.06541	0.06541	6161.40	6044.00	6044.00	True
LW65	13.50	0.06213	0.06213	6161.40	6040.00	6040.00	True
LW65	13.67	0.06000	0.06000	6161.40	6037.40	6037.40	True
LW65	13.83	0.04918	0.04918	6161.40	6024.20	6024.20	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