2026-03-25 A3.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: 2026-03-25 inc5 | 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	2026-03-25 inc5	Run date	2026-03-25
Media	LB	Incubator	inc5
Well file	2026-03-25 A3.xlsx	Well ID	A3
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	-1.06918	2.0-42.0 h
LW60	end_norm	-0.03087	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.03194	2.0-42.0 h
LW60	max_norm	0.00000	2.0-42.0 h
LW60	min_norm	-0.03194	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	-0.00045	2.0-42.0 h
LW61	auc_norm	4.07087	2.0-42.0 h
LW61	end_norm	0.09102	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.13319	2.0-42.0 h
LW61	max_norm	0.13319	2.0-42.0 h
LW61	min_norm	0.02567	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	-0.00045	2.0-42.0 h
LW62	auc_norm	-0.52518	2.0-42.0 h
LW62	end_norm	-0.02708	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.03833	2.0-42.0 h
LW62	max_norm	0.01350	2.0-42.0 h
LW62	min_norm	-0.03833	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	-0.00056	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	0.14066	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.10498	2.0-42.0 h
LW63	slope_norm		2.0-42.0 h
LW64	auc_norm	2.69182	2.0-42.0 h
LW64	end_norm	0.26724	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.26724	2.0-42.0 h
LW64	max_norm	0.26724	2.0-42.0 h
LW64	min_norm	0.00625	2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	0.60581	2.0-42.0 h
LW64	pct_saturated_rows	0.61286	2.0-42.0 h
LW64	slope_norm	0.01645	2.0-42.0 h
LW65	auc_norm	-1.39601	2.0-42.0 h
LW65	end_norm	-0.04276	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.04276	2.0-42.0 h
LW65	max_norm	0.00017	2.0-42.0 h
LW65	min_norm	-0.04276	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	-0.00074	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	13083.24000	153.39079	Ready
LW65	5	6205.96909	87.43369	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	5181.18–18722.15 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5181.18–18722.15 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5181.18–18722.15 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5181.18–18722.15 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	-1.00000–0.82511 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–0.82511 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–0.82511 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	-1.00000–0.82511 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	13250.00	11108.73	12107.33	True
LW60	0.17	-0.59948	-0.59948	13250.00	12498.20	12498.20	True
LW60	0.33	-0.24586	-0.24586	13250.00	12843.30	12843.30	True
LW60	0.50	-0.06275	-0.06275	13250.00	13022.00	13022.00	True
LW60	0.67	0.06298	0.06298	13250.00	13144.70	13144.70	True
LW60	0.83	0.11063	0.11063	13250.00	13191.20	13191.20	True
LW60	1.00	0.13501	0.13501	13250.00	13215.00	13215.00	True
LW60	1.17	0.17088	0.17088	13250.00	13250.00	13250.00	True
LW60	1.33	0.17600	0.17600	13250.00	13255.00	13255.00	True
LW60	1.50	0.18112	0.18112	13250.00	13260.00	13260.00	True
LW60	1.67	0.17088	0.17088	13250.00	13250.00	13250.00	True
LW60	1.83	0.17088	0.17088	13250.00	13250.00	13250.00	True
LW60	2.00	0.17088	0.17088	13250.00	13250.00	13250.00	True
LW60	2.17	0.17088	0.17088	13250.00	13250.00	13250.00	True
LW60	2.33	0.14690	0.14690	13250.00	13226.60	13226.60	True
LW60	2.50	0.13399	0.13399	13250.00	13214.00	13214.00	True
LW60	2.67	0.11595	0.11595	13250.00	13196.40	13196.40	True
LW60	2.83	0.09198	0.09198	13250.00	13173.00	13173.00	True
LW60	3.00	0.08665	0.08665	13250.00	13167.80	13167.80	True
LW60	3.17	0.06800	0.06800	13250.00	13149.60	13149.60	True
LW60	3.33	0.06800	0.06800	13250.00	13149.60	13149.60	True
LW60	3.50	0.06021	0.06021	13250.00	13142.00	13142.00	True
LW60	3.67	0.03972	0.03972	13250.00	13122.00	13122.00	True
LW60	3.83	0.03487	0.03487	13250.00	13117.27	13117.27	True
LW60	4.00	0.01574	0.01574	13250.00	13098.60	13098.60	True
LW60	4.17	0.01308	0.01308	13250.00	13096.00	13096.00	True
LW60	4.33	0.00539	0.00539	13250.00	13088.50	13088.50	True
LW60	4.50	-0.01254	-0.01254	13250.00	13071.00	13071.00	True
LW60	4.67	-0.01254	-0.01254	13250.00	13071.00	13071.00	True
LW60	4.83	-0.01254	-0.01254	13250.00	13071.00	13071.00	True
LW60	5.00	-0.02053	-0.02053	13250.00	13063.20	13063.20	True
LW60	5.17	-0.01254	-0.01254	13250.00	13071.00	13071.00	True
LW60	5.33	-0.00998	-0.00998	13250.00	13073.50	13073.50	True
LW60	5.50	-0.01254	-0.01254	13250.00	13071.00	13071.00	True
LW60	5.67	-0.01521	-0.01521	13250.00	13068.40	13068.40	True
LW60	5.83	-0.02707	-0.02707	13250.00	13056.82	13056.82	True
LW60	6.00	-0.03652	-0.03652	13250.00	13047.60	13047.60	True
LW60	6.17	-0.06583	-0.06583	13250.00	13019.00	13019.00	True
LW60	6.33	-0.06839	-0.06839	13250.00	13016.50	13016.50	True
LW60	6.50	-0.07607	-0.07607	13250.00	13009.00	13009.00	True
LW60	6.67	-0.08888	-0.08888	13250.00	12996.50	12996.50	True
LW60	6.83	-0.09144	-0.09144	13250.00	12994.00	12994.00	True
LW60	7.00	-0.10210	-0.10210	13250.00	12983.60	12983.60	True
LW60	7.17	-0.11542	-0.11542	13250.00	12970.60	12970.60	True
LW60	7.33	-0.11809	-0.11809	13250.00	12968.00	12968.00	True
LW60	7.50	-0.12321	-0.12321	13250.00	12963.00	12963.00	True
LW60	7.67	-0.12833	-0.12833	13250.00	12958.00	12958.00	True
LW60	7.83	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	8.00	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	8.17	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	8.33	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	8.50	-0.14637	-0.14637	13250.00	12940.40	12940.40	True
LW60	8.67	-0.15969	-0.15969	13250.00	12927.40	12927.40	True
LW60	8.83	-0.15097	-0.15097	13250.00	12935.91	12935.91	True
LW60	9.00	-0.14903	-0.14903	13250.00	12937.80	12937.80	True
LW60	9.17	-0.16235	-0.16235	13250.00	12924.80	12924.80	True
LW60	9.33	-0.14903	-0.14903	13250.00	12937.80	12937.80	True
LW60	9.50	-0.15169	-0.15169	13250.00	12935.20	12935.20	True
LW60	9.67	-0.14637	-0.14637	13250.00	12940.40	12940.40	True
LW60	9.83	-0.15339	-0.15339	13250.00	12933.55	12933.55	True
LW60	10.00	-0.15702	-0.15702	13250.00	12930.00	12930.00	True
LW60	10.17	-0.15436	-0.15436	13250.00	12932.60	12932.60	True
LW60	10.33	-0.14637	-0.14637	13250.00	12940.40	12940.40	True
LW60	10.50	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	10.67	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	10.83	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	11.00	-0.14370	-0.14370	13250.00	12943.00	12943.00	True
LW60	11.17	-0.14637	-0.14637	13250.00	12940.40	12940.40	True
LW60	11.33	-0.16235	-0.16235	13250.00	12924.80	12924.80	True
LW60	11.50	-0.17034	-0.17034	13250.00	12917.00	12917.00	True
LW60	11.67	-0.17034	-0.17034	13250.00	12917.00	12917.00	True
LW60	11.83	-0.17267	-0.17267	13250.00	12914.73	12914.73	True
LW60	12.00	-0.17034	-0.17034	13250.00	12917.00	12917.00	True
LW60	12.17	-0.17034	-0.17034	13250.00	12917.00	12917.00	True
LW60	12.33	-0.17803	-0.17803	13250.00	12909.50	12909.50	True
LW60	12.50	-0.18059	-0.18059	13250.00	12907.00	12907.00	True
LW60	12.67	-0.18828	-0.18828	13250.00	12899.50	12899.50	True
LW60	12.83	-0.19596	-0.19596	13250.00	12892.00	12892.00	True
LW60	13.00	-0.18828	-0.18828	13250.00	12899.50	12899.50	True
LW60	13.17	-0.19084	-0.19084	13250.00	12897.00	12897.00	True
LW65	0.00	-1.00000	-1.00000	6313.95	5181.18	5447.83	True
LW65	0.17	-0.47111	-0.47111	6313.95	5848.80	5848.80	True
LW65	0.33	-0.18067	-0.18067	6313.95	6069.00	6069.00	True
LW65	0.50	-0.04415	-0.04415	6313.95	6172.50	6172.50	True
LW65	0.67	0.04199	0.04199	6313.95	6237.80	6237.80	True
LW65	0.83	0.08314	0.08314	6313.95	6269.00	6269.00	True
LW65	1.00	0.09969	0.09969	6313.95	6281.55	6281.55	True
LW65	1.17	0.11348	0.11348	6313.95	6292.00	6292.00	True
LW65	1.33	0.12258	0.12258	6313.95	6298.90	6298.90	True
LW65	1.50	0.14078	0.14078	6313.95	6312.70	6312.70	True
LW65	1.67	0.14381	0.14381	6313.95	6315.00	6315.00	True
LW65	1.83	0.14106	0.14106	6313.95	6312.91	6312.91	True
LW65	2.00	0.14381	0.14381	6313.95	6315.00	6315.00	True
LW65	2.17	0.12561	0.12561	6313.95	6301.20	6301.20	True
LW65	2.33	0.11348	0.11348	6313.95	6292.00	6292.00	True
LW65	2.50	0.11348	0.11348	6313.95	6292.00	6292.00	True
LW65	2.67	0.10741	0.10741	6313.95	6287.40	6287.40	True
LW65	2.83	0.08590	0.08590	6313.95	6271.09	6271.09	True
LW65	3.00	0.08314	0.08314	6313.95	6269.00	6269.00	True
LW65	3.17	0.08314	0.08314	6313.95	6269.00	6269.00	True
LW65	3.33	0.07443	0.07443	6313.95	6262.40	6262.40	True
LW65	3.50	0.06573	0.06573	6313.95	6255.80	6255.80	True
LW65	3.67	0.05412	0.05412	6313.95	6247.00	6247.00	True
LW65	3.83	0.05412	0.05412	6313.95	6247.00	6247.00	True
LW65	4.00	0.04199	0.04199	6313.95	6237.80	6237.80	True
LW65	4.17	0.02985	0.02985	6313.95	6228.60	6228.60	True
LW65	4.33	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	4.50	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	4.67	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	4.83	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	5.00	0.02088	0.02088	6313.95	6221.80	6221.80	True
LW65	5.17	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	5.33	0.02378	0.02378	6313.95	6224.00	6224.00	True
LW65	5.50	0.02088	0.02088	6313.95	6221.80	6221.80	True
LW65	5.67	0.00927	0.00927	6313.95	6213.00	6213.00	True
LW65	5.83	-0.00260	-0.00260	6313.95	6204.00	6204.00	True
LW65	6.00	-0.00524	-0.00524	6313.95	6202.00	6202.00	True
LW65	6.17	-0.01130	-0.01130	6313.95	6197.40	6197.40	True
LW65	6.33	-0.02647	-0.02647	6313.95	6185.90	6185.90	True
LW65	6.50	-0.03254	-0.03254	6313.95	6181.30	6181.30	True
LW65	6.67	-0.03557	-0.03557	6313.95	6179.00	6179.00	True
LW65	6.83	-0.03557	-0.03557	6313.95	6179.00	6179.00	True
LW65	7.00	-0.03557	-0.03557	6313.95	6179.00	6179.00	True
LW65	7.17	-0.04428	-0.04428	6313.95	6172.40	6172.40	True
LW65	7.33	-0.05879	-0.05879	6313.95	6161.40	6161.40	True
LW65	7.50	-0.06459	-0.06459	6313.95	6157.00	6157.00	True
LW65	7.67	-0.06459	-0.06459	6313.95	6157.00	6157.00	True
LW65	7.83	-0.06459	-0.06459	6313.95	6157.00	6157.00	True
LW65	8.00	-0.06763	-0.06763	6313.95	6154.70	6154.70	True
LW65	8.17	-0.07066	-0.07066	6313.95	6152.40	6152.40	True
LW65	8.33	-0.08279	-0.08279	6313.95	6143.20	6143.20	True
LW65	8.50	-0.08886	-0.08886	6313.95	6138.60	6138.60	True
LW65	8.67	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	8.83	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.00	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.17	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.33	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.50	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.67	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	9.83	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.00	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.17	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.33	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.50	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.67	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	10.83	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	11.00	-0.09493	-0.09493	6313.95	6134.00	6134.00	True
LW65	11.17	-0.09783	-0.09783	6313.95	6131.80	6131.80	True
LW65	11.33	-0.10363	-0.10363	6313.95	6127.40	6127.40	True
LW65	11.50	-0.10944	-0.10944	6313.95	6123.00	6123.00	True
LW65	11.67	-0.11524	-0.11524	6313.95	6118.60	6118.60	True
LW65	11.83	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.00	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.17	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.33	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.50	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.67	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	12.83	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	13.00	-0.12395	-0.12395	6313.95	6112.00	6112.00	True
LW65	13.17	-0.12698	-0.12698	6313.95	6109.70	6109.70	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