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 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	2026-03-25 inc4	Run date	2026-03-25
Media	LB	Incubator	inc4
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	-0.51648	2.0-42.0 h
LW60	end_norm	-0.02020	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.02078	2.0-42.0 h
LW60	max_norm	-0.00034	2.0-42.0 h
LW60	min_norm	-0.02078	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	-0.00042	2.0-42.0 h
LW61	auc_norm	2.44486	2.0-42.0 h
LW61	end_norm	0.01976	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.10664	2.0-42.0 h
LW61	max_norm	0.10664	2.0-42.0 h
LW61	min_norm	0.00235	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	-0.00062	2.0-42.0 h
LW62	auc_norm	19.13435	2.0-42.0 h
LW62	end_norm	1.29948	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	1.31256	2.0-42.0 h
LW62	max_norm	1.31256	2.0-42.0 h
LW62	min_norm	-0.08190	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	0.03680	2.0-42.0 h
LW63	auc_norm	5.11306	2.0-42.0 h
LW63	end_norm	0.58847	2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm	0.59190	2.0-42.0 h
LW63	max_norm	0.59190	2.0-42.0 h
LW63	min_norm	-0.13549	2.0-42.0 h
LW63	pct_abnormal_rows	0.00000	2.0-42.0 h
LW63	pct_missing_norm	0.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.00000	2.0-42.0 h
LW63	slope_norm	0.02119	2.0-42.0 h
LW64	auc_norm	34.89525	2.0-42.0 h
LW64	end_norm	1.52635	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	1.52845	2.0-42.0 h
LW64	max_norm	1.52845	2.0-42.0 h
LW64	min_norm	0.00279	2.0-42.0 h
LW64	pct_abnormal_rows	0.00000	2.0-42.0 h
LW64	pct_missing_norm	0.00000	2.0-42.0 h
LW64	pct_saturated_rows	0.00000	2.0-42.0 h
LW64	slope_norm	0.03553	2.0-42.0 h
LW65	auc_norm	0.24251	2.0-42.0 h
LW65	end_norm	-0.00451	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.01542	2.0-42.0 h
LW65	max_norm	0.01542	2.0-42.0 h
LW65	min_norm	-0.00524	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	-0.00019	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 2 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	29088.70909	100.89674	Ready
LW65	5	9743.16727	123.28254	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	4158.27–38987.70 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	4158.27–38987.70 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	4158.27–38987.70 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	4158.27–38987.70 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	-1.00000–0.19289 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–0.19289 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–0.19289 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	-1.00000–0.19289 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	28746.20	25689.82	26901.33	True
LW60	0.17	-0.27312	-0.27312	28746.20	28491.30	28491.30	True
LW60	0.33	-0.07932	-0.07932	28746.20	28915.20	28915.20	True
LW60	0.50	0.00288	0.00288	28746.20	29095.00	29095.00	True
LW60	0.67	0.03488	0.03488	28746.20	29165.00	29165.00	True
LW60	0.83	0.02884	0.02884	28746.20	29151.80	29151.80	True
LW60	1.00	0.01273	0.01273	28746.20	29116.55	29116.55	True
LW60	1.17	-0.00179	-0.00179	28746.20	29084.80	29084.80	True
LW60	1.33	-0.04133	-0.04133	28746.20	28998.30	28998.30	True
LW60	1.50	-0.10817	-0.10817	28746.20	28852.10	28852.10	True
LW60	1.67	-0.15206	-0.15206	28746.20	28756.10	28756.10	True
LW60	1.83	-0.16399	-0.16399	28746.20	28730.00	28730.00	True
LW60	2.00	-0.16111	-0.16111	28746.20	28736.30	28736.30	True
LW60	2.17	-0.16262	-0.16262	28746.20	28733.00	28733.00	True
LW60	2.33	-0.17167	-0.17167	28746.20	28713.20	28713.20	True
LW60	2.50	-0.17921	-0.17921	28746.20	28696.70	28696.70	True
LW60	2.67	-0.18223	-0.18223	28746.20	28690.10	28690.10	True
LW60	2.83	-0.18593	-0.18593	28746.20	28682.00	28682.00	True
LW60	3.00	-0.19279	-0.19279	28746.20	28667.00	28667.00	True
LW60	3.17	-0.20367	-0.20367	28746.20	28643.20	28643.20	True
LW60	3.33	-0.20829	-0.20829	28746.20	28633.10	28633.10	True
LW60	3.50	-0.22191	-0.22191	28746.20	28603.30	28603.30	True
LW60	3.67	-0.21890	-0.21890	28746.20	28609.90	28609.90	True
LW60	3.83	-0.22479	-0.22479	28746.20	28597.00	28597.00	True
LW60	4.00	-0.22795	-0.22795	28746.20	28590.10	28590.10	True
LW60	4.17	-0.23398	-0.23398	28746.20	28576.90	28576.90	True
LW60	4.33	-0.23851	-0.23851	28746.20	28567.00	28567.00	True
LW60	4.50	-0.24304	-0.24304	28746.20	28557.10	28557.10	True
LW60	4.67	-0.22946	-0.22946	28746.20	28586.80	28586.80	True
LW60	4.83	-0.23302	-0.23302	28746.20	28579.00	28579.00	True
LW60	5.00	-0.23549	-0.23549	28746.20	28573.60	28573.60	True
LW60	5.17	-0.22795	-0.22795	28746.20	28590.10	28590.10	True
LW60	5.33	-0.22191	-0.22191	28746.20	28603.30	28603.30	True
LW60	5.50	-0.20674	-0.20674	28746.20	28636.50	28636.50	True
LW60	5.67	-0.20678	-0.20678	28746.20	28636.40	28636.40	True
LW60	5.83	-0.20692	-0.20692	28746.20	28636.09	28636.09	True
LW60	6.00	-0.21437	-0.21437	28746.20	28619.80	28619.80	True
LW60	6.17	-0.22795	-0.22795	28746.20	28590.10	28590.10	True
LW60	6.33	-0.23851	-0.23851	28746.20	28567.00	28567.00	True
LW60	6.50	-0.24304	-0.24304	28746.20	28557.10	28557.10	True
LW60	6.67	-0.24153	-0.24153	28746.20	28560.40	28560.40	True
LW60	6.83	-0.25360	-0.25360	28746.20	28534.00	28534.00	True
LW60	7.00	-0.25360	-0.25360	28746.20	28534.00	28534.00	True
LW60	7.17	-0.26717	-0.26717	28746.20	28504.30	28504.30	True
LW60	7.33	-0.26868	-0.26868	28746.20	28501.00	28501.00	True
LW60	7.50	-0.27019	-0.27019	28746.20	28497.70	28497.70	True
LW60	7.67	-0.27623	-0.27623	28746.20	28484.50	28484.50	True
LW60	7.83	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	8.00	-0.27321	-0.27321	28746.20	28491.10	28491.10	True
LW60	8.17	-0.28075	-0.28075	28746.20	28474.60	28474.60	True
LW60	8.33	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	8.50	-0.28075	-0.28075	28746.20	28474.60	28474.60	True
LW60	8.67	-0.28528	-0.28528	28746.20	28464.70	28464.70	True
LW60	8.83	-0.28788	-0.28788	28746.20	28459.00	28459.00	True
LW60	9.00	-0.29433	-0.29433	28746.20	28444.90	28444.90	True
LW60	9.17	-0.29433	-0.29433	28746.20	28444.90	28444.90	True
LW60	9.33	-0.28679	-0.28679	28746.20	28461.40	28461.40	True
LW60	9.50	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	9.67	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	9.83	-0.28103	-0.28103	28746.20	28474.00	28474.00	True
LW60	10.00	-0.28075	-0.28075	28746.20	28474.60	28474.60	True
LW60	10.17	-0.27773	-0.27773	28746.20	28481.20	28481.20	True
LW60	10.33	-0.27321	-0.27321	28746.20	28491.10	28491.10	True
LW60	10.50	-0.27472	-0.27472	28746.20	28487.80	28487.80	True
LW60	10.67	-0.26416	-0.26416	28746.20	28510.90	28510.90	True
LW60	10.83	-0.26045	-0.26045	28746.20	28519.00	28519.00	True
LW60	11.00	-0.26566	-0.26566	28746.20	28507.60	28507.60	True
LW60	11.17	-0.26717	-0.26717	28746.20	28504.30	28504.30	True
LW60	11.33	-0.27170	-0.27170	28746.20	28494.40	28494.40	True
LW60	11.50	-0.27924	-0.27924	28746.20	28477.90	28477.90	True
LW60	11.67	-0.27321	-0.27321	28746.20	28491.10	28491.10	True
LW60	11.83	-0.28240	-0.28240	28746.20	28471.00	28471.00	True
LW60	12.00	-0.28226	-0.28226	28746.20	28471.30	28471.30	True
LW60	12.17	-0.28226	-0.28226	28746.20	28471.30	28471.30	True
LW60	12.33	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	12.50	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	12.67	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	12.83	-0.28514	-0.28514	28746.20	28465.00	28465.00	True
LW60	13.00	-0.28377	-0.28377	28746.20	28468.00	28468.00	True
LW60	13.17	-0.28528	-0.28528	28746.20	28464.70	28464.70	True
LW65	0.00	-1.00000	-1.00000	9803.58	8107.36	8646.00	True
LW65	0.17	-0.43117	-0.43117	9803.58	9270.10	9270.10	True
LW65	0.33	-0.17551	-0.17551	9803.58	9550.60	9550.60	True
LW65	0.50	-0.03989	-0.03989	9803.58	9699.40	9699.40	True
LW65	0.67	0.03448	0.03448	9803.58	9781.00	9781.00	True
LW65	0.83	0.07386	0.07386	9803.58	9824.20	9824.20	True
LW65	1.00	0.10707	0.10707	9803.58	9860.64	9860.64	True
LW65	1.17	0.11788	0.11788	9803.58	9872.50	9872.50	True
LW65	1.33	0.11113	0.11113	9803.58	9865.10	9865.10	True
LW65	1.50	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	1.67	0.04104	0.04104	9803.58	9788.20	9788.20	True
LW65	1.83	0.04940	0.04940	9803.58	9797.36	9797.36	True
LW65	2.00	0.06073	0.06073	9803.58	9809.80	9809.80	True
LW65	2.17	0.06073	0.06073	9803.58	9809.80	9809.80	True
LW65	2.33	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	2.50	0.05854	0.05854	9803.58	9807.40	9807.40	True
LW65	2.67	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	2.83	0.06928	0.06928	9803.58	9819.18	9819.18	True
LW65	3.00	0.06292	0.06292	9803.58	9812.20	9812.20	True
LW65	3.17	0.06948	0.06948	9803.58	9819.40	9819.40	True
LW65	3.33	0.06511	0.06511	9803.58	9814.60	9814.60	True
LW65	3.50	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	3.67	0.07167	0.07167	9803.58	9821.80	9821.80	True
LW65	3.83	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	4.00	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	4.17	0.06948	0.06948	9803.58	9819.40	9819.40	True
LW65	4.33	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	4.50	0.07604	0.07604	9803.58	9826.60	9826.60	True
LW65	4.67	0.07386	0.07386	9803.58	9824.20	9824.20	True
LW65	4.83	0.07127	0.07127	9803.58	9821.36	9821.36	True
LW65	5.00	0.08479	0.08479	9803.58	9836.20	9836.20	True
LW65	5.17	0.08698	0.08698	9803.58	9838.60	9838.60	True
LW65	5.33	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	5.50	0.09792	0.09792	9803.58	9850.60	9850.60	True
LW65	5.67	0.10667	0.10667	9803.58	9860.20	9860.20	True
LW65	5.83	0.10309	0.10309	9803.58	9856.27	9856.27	True
LW65	6.00	0.10011	0.10011	9803.58	9853.00	9853.00	True
LW65	6.17	0.10011	0.10011	9803.58	9853.00	9853.00	True
LW65	6.33	0.10011	0.10011	9803.58	9853.00	9853.00	True
LW65	6.50	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	6.67	0.09136	0.09136	9803.58	9843.40	9843.40	True
LW65	6.83	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	7.00	0.08698	0.08698	9803.58	9838.60	9838.60	True
LW65	7.17	0.08261	0.08261	9803.58	9833.80	9833.80	True
LW65	7.33	0.08479	0.08479	9803.58	9836.20	9836.20	True
LW65	7.50	0.06729	0.06729	9803.58	9817.00	9817.00	True
LW65	7.67	0.06948	0.06948	9803.58	9819.40	9819.40	True
LW65	7.83	0.06928	0.06928	9803.58	9819.18	9819.18	True
LW65	8.00	0.07167	0.07167	9803.58	9821.80	9821.80	True
LW65	8.17	0.07386	0.07386	9803.58	9824.20	9824.20	True
LW65	8.33	0.08698	0.08698	9803.58	9838.60	9838.60	True
LW65	8.50	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	8.67	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	8.83	0.08519	0.08519	9803.58	9836.64	9836.64	True
LW65	9.00	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	9.17	0.08917	0.08917	9803.58	9841.00	9841.00	True
LW65	9.33	0.10229	0.10229	9803.58	9855.40	9855.40	True
LW65	9.50	0.10011	0.10011	9803.58	9853.00	9853.00	True
LW65	9.67	0.09573	0.09573	9803.58	9848.20	9848.20	True
LW65	9.83	0.09911	0.09911	9803.58	9851.91	9851.91	True
LW65	10.00	0.11104	0.11104	9803.58	9865.00	9865.00	True
LW65	10.17	0.11560	0.11560	9803.58	9870.00	9870.00	True
LW65	10.33	0.11788	0.11788	9803.58	9872.50	9872.50	True
LW65	10.50	0.12244	0.12244	9803.58	9877.50	9877.50	True
LW65	10.67	0.13155	0.13155	9803.58	9887.50	9887.50	True
LW65	10.83	0.13383	0.13383	9803.58	9890.00	9890.00	True
LW65	11.00	0.13383	0.13383	9803.58	9890.00	9890.00	True
LW65	11.17	0.13383	0.13383	9803.58	9890.00	9890.00	True
LW65	11.33	0.13383	0.13383	9803.58	9890.00	9890.00	True
LW65	11.50	0.13155	0.13155	9803.58	9887.50	9887.50	True
LW65	11.67	0.13155	0.13155	9803.58	9887.50	9887.50	True
LW65	11.83	0.13176	0.13176	9803.58	9887.73	9887.73	True
LW65	12.00	0.13383	0.13383	9803.58	9890.00	9890.00	True
LW65	12.17	0.13820	0.13820	9803.58	9894.80	9894.80	True
LW65	12.33	0.14258	0.14258	9803.58	9899.60	9899.60	True
LW65	12.50	0.15352	0.15352	9803.58	9911.60	9911.60	True
LW65	12.67	0.15570	0.15570	9803.58	9914.00	9914.00	True
LW65	12.83	0.14576	0.14576	9803.58	9903.09	9903.09	True
LW65	13.00	0.14914	0.14914	9803.58	9906.80	9906.80	True
LW65	13.17	0.14477	0.14477	9803.58	9902.00	9902.00	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