2026-03-25 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: 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 C4.xlsx	Well ID	C4
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	1.81266	2.0-42.0 h
LW60	end_norm	0.03658	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.06018	2.0-42.0 h
LW60	max_norm	0.06018	2.0-42.0 h
LW60	min_norm	0.00662	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	-0.00007	2.0-42.0 h
LW61	auc_norm	2.25649	2.0-42.0 h
LW61	end_norm	0.03505	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.08629	2.0-42.0 h
LW61	max_norm	0.08629	2.0-42.0 h
LW61	min_norm	0.01233	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	-0.00046	2.0-42.0 h
LW62	auc_norm	-15.38204	2.0-42.0 h
LW62	end_norm	-0.34426	2.0-42.0 h
LW62	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW62	max_abs_norm	0.45037	2.0-42.0 h
LW62	max_norm	-0.07146	2.0-42.0 h
LW62	min_norm	-0.45037	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	-0.00035	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	0.09170	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.07318	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	0.70149	2.0-42.0 h
LW65	end_norm	0.01179	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.02540	2.0-42.0 h
LW65	max_norm	0.02540	2.0-42.0 h
LW65	min_norm	0.00217	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	-0.00011	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	15107.00545	542.10046	Ready
LW65	5	6417.57636	136.95016	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	5140.27–17376.70 Ω
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	5140.27–17376.70 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	5140.27–17376.70 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 h	5140.27–17376.70 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	-1.00000–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–46.33 h	-1.00000–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–46.33 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			16228.31	10175.73		True
LW60	0.17	-0.78816	-0.78816	16228.31	13379.50	13453.44	True
LW60	0.33	-0.37527	-0.37527	16228.31	14319.70	14319.70	True
LW60	0.50	-0.12388	-0.12388	16228.31	14847.10	14847.10	True
LW60	0.67	0.04256	0.04256	16228.31	15196.30	15196.30	True
LW60	0.83	0.17909	0.17909	16228.31	15482.73	15482.73	True
LW60	1.00	0.27750	0.27750	16228.31	15689.20	15689.20	True
LW60	1.17	0.35810	0.35810	16228.31	15858.30	15858.30	True
LW60	1.33	0.41835	0.41835	16228.31	15984.70	15984.70	True
LW60	1.50	0.47497	0.47497	16228.31	16103.50	16103.50	True
LW60	1.67	0.51616	0.51616	16228.31	16189.90	16189.90	True
LW60	1.83	0.55278	0.55278	16228.31	16266.73	16266.73	True
LW60	2.00	0.58565	0.58565	16228.31	16335.70	16335.70	True
LW60	2.17	0.61525	0.61525	16228.31	16397.80	16397.80	True
LW60	2.33	0.63842	0.63842	16228.31	16446.40	16446.40	True
LW60	2.50	0.66287	0.66287	16228.31	16497.70	16497.70	True
LW60	2.67	0.68112	0.68112	16228.31	16536.00	16536.00	True
LW60	2.83	0.70067	0.70067	16228.31	16577.00	16577.00	True
LW60	3.00	0.71740	0.71740	16228.31	16612.10	16612.10	True
LW60	3.17	0.72898	0.72898	16228.31	16636.40	16636.40	True
LW60	3.33	0.74061	0.74061	16228.31	16660.80	16660.80	True
LW60	3.50	0.75519	0.75519	16228.31	16691.40	16691.40	True
LW60	3.67	0.76549	0.76549	16228.31	16713.00	16713.00	True
LW60	3.83	0.77485	0.77485	16228.31	16732.64	16732.64	True
LW60	4.00	0.77965	0.77965	16228.31	16742.70	16742.70	True
LW60	4.17	0.78479	0.78479	16228.31	16753.50	16753.50	True
LW60	4.33	0.79390	0.79390	16228.31	16772.60	16772.60	True
LW60	4.50	0.80324	0.80324	16228.31	16792.20	16792.20	True
LW60	4.67	0.80586	0.80586	16228.31	16797.70	16797.70	True
LW60	4.83	0.81978	0.81978	16228.31	16826.91	16826.91	True
LW60	5.00	0.82645	0.82645	16228.31	16840.90	16840.90	True
LW60	5.17	0.83031	0.83031	16228.31	16849.00	16849.00	True
LW60	5.33	0.84366	0.84366	16228.31	16877.00	16877.00	True
LW60	5.50	0.85267	0.85267	16228.31	16895.90	16895.90	True
LW60	5.67	0.86425	0.86425	16228.31	16920.20	16920.20	True
LW60	5.83	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	6.00	0.87474	0.87474	16228.31	16942.20	16942.20	True
LW60	6.17	0.87207	0.87207	16228.31	16936.60	16936.60	True
LW60	6.33	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	6.50	0.86683	0.86683	16228.31	16925.60	16925.60	True
LW60	6.67	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	6.83	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	7.00	0.87073	0.87073	16228.31	16933.80	16933.80	True
LW60	7.17	0.87340	0.87340	16228.31	16939.40	16939.40	True
LW60	7.33	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	7.50	0.87073	0.87073	16228.31	16933.80	16933.80	True
LW60	7.67	0.87073	0.87073	16228.31	16933.80	16933.80	True
LW60	7.83	0.86940	0.86940	16228.31	16931.00	16931.00	True
LW60	8.00	0.87474	0.87474	16228.31	16942.20	16942.20	True
LW60	8.17	0.88275	0.88275	16228.31	16959.00	16959.00	True
LW60	8.33	0.88275	0.88275	16228.31	16959.00	16959.00	True
LW60	8.50	0.88275	0.88275	16228.31	16959.00	16959.00	True
LW60	8.67	0.88275	0.88275	16228.31	16959.00	16959.00	True
LW60	8.83	0.88509	0.88509	16228.31	16963.91	16963.91	True
LW60	9.00	0.89304	0.89304	16228.31	16980.60	16980.60	True
LW60	9.17	0.89433	0.89433	16228.31	16983.30	16983.30	True
LW60	9.33	0.89433	0.89433	16228.31	16983.30	16983.30	True
LW60	9.50	0.89561	0.89561	16228.31	16986.00	16986.00	True
LW60	9.67	0.89690	0.89690	16228.31	16988.70	16988.70	True
LW60	9.83	0.90497	0.90497	16228.31	17005.64	17005.64	True
LW60	10.00	0.90848	0.90848	16228.31	17013.00	17013.00	True
LW60	10.17	0.91115	0.91115	16228.31	17018.60	17018.60	True
LW60	10.33	0.90848	0.90848	16228.31	17013.00	17013.00	True
LW60	10.50	0.91382	0.91382	16228.31	17024.20	17024.20	True
LW60	10.67	0.91916	0.91916	16228.31	17035.40	17035.40	True
LW60	10.83	0.92300	0.92300	16228.31	17043.45	17043.45	True
LW60	11.00	0.92440	0.92440	16228.31	17046.40	17046.40	True
LW60	11.17	0.92183	0.92183	16228.31	17041.00	17041.00	True
LW60	11.33	0.92312	0.92312	16228.31	17043.70	17043.70	True
LW60	11.50	0.92698	0.92698	16228.31	17051.80	17051.80	True
LW60	11.67	0.92440	0.92440	16228.31	17046.40	17046.40	True
LW60	11.83	0.92885	0.92885	16228.31	17055.73	17055.73	True
LW60	12.00	0.92312	0.92312	16228.31	17043.70	17043.70	True
LW60	12.17	0.92569	0.92569	16228.31	17049.10	17049.10	True
LW60	12.33	0.92183	0.92183	16228.31	17041.00	17041.00	True
LW60	12.50	0.92826	0.92826	16228.31	17054.50	17054.50	True
LW60	12.67	0.93084	0.93084	16228.31	17059.90	17059.90	True
LW60	12.83	0.92651	0.92651	16228.31	17050.82	17050.82	True
LW60	13.00	0.93084	0.93084	16228.31	17059.90	17059.90	True
LW60	13.17	0.93470	0.93470	16228.31	17068.00	17068.00	True
LW65	0.00			6690.10	5140.27		True
LW65	0.17	-0.81319	-0.81319	6690.10	5970.10	6057.80	True
LW65	0.33	-0.45223	-0.45223	6690.10	6217.50	6217.50	True
LW65	0.50	-0.15116	-0.15116	6690.10	6350.70	6350.70	True
LW65	0.67	0.06379	0.06379	6690.10	6445.80	6445.80	True
LW65	0.83	0.21383	0.21383	6690.10	6512.18	6512.18	True
LW65	1.00	0.32576	0.32576	6690.10	6561.70	6561.70	True
LW65	1.17	0.41798	0.41798	6690.10	6602.50	6602.50	True
LW65	1.33	0.48466	0.48466	6690.10	6632.00	6632.00	True
LW65	1.50	0.55224	0.55224	6690.10	6661.90	6661.90	True
LW65	1.67	0.59360	0.59360	6690.10	6680.20	6680.20	True
LW65	1.83	0.63836	0.63836	6690.10	6700.00	6700.00	True
LW65	2.00	0.64875	0.64875	6690.10	6704.60	6704.60	True
LW65	2.17	0.69034	0.69034	6690.10	6723.00	6723.00	True
LW65	2.33	0.71634	0.71634	6690.10	6734.50	6734.50	True
LW65	2.50	0.74233	0.74233	6690.10	6746.00	6746.00	True
LW65	2.67	0.74233	0.74233	6690.10	6746.00	6746.00	True
LW65	2.83	0.76596	0.76596	6690.10	6756.45	6756.45	True
LW65	3.00	0.79431	0.79431	6690.10	6769.00	6769.00	True
LW65	3.17	0.79431	0.79431	6690.10	6769.00	6769.00	True
LW65	3.33	0.79431	0.79431	6690.10	6769.00	6769.00	True
LW65	3.50	0.80923	0.80923	6690.10	6775.60	6775.60	True
LW65	3.67	0.83907	0.83907	6690.10	6788.80	6788.80	True
LW65	3.83	0.83500	0.83500	6690.10	6787.00	6787.00	True
LW65	4.00	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	4.17	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	4.33	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	4.50	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	4.67	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	4.83	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	5.00	0.84924	0.84924	6690.10	6793.30	6793.30	True
LW65	5.17	0.84404	0.84404	6690.10	6791.00	6791.00	True
LW65	5.33	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	5.50	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	5.67	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	5.83	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.00	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.17	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.33	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.50	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.67	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	6.83	0.87240	0.87240	6690.10	6803.55	6803.55	True
LW65	7.00	0.88563	0.88563	6690.10	6809.40	6809.40	True
LW65	7.17	0.87003	0.87003	6690.10	6802.50	6802.50	True
LW65	7.33	0.87003	0.87003	6690.10	6802.50	6802.50	True
LW65	7.50	0.88563	0.88563	6690.10	6809.40	6809.40	True
LW65	7.67	0.88563	0.88563	6690.10	6809.40	6809.40	True
LW65	7.83	0.89130	0.89130	6690.10	6811.91	6811.91	True
LW65	8.00	0.88563	0.88563	6690.10	6809.40	6809.40	True
LW65	8.17	0.87523	0.87523	6690.10	6804.80	6804.80	True
LW65	8.33	0.89083	0.89083	6690.10	6811.70	6811.70	True
LW65	8.50	0.88563	0.88563	6690.10	6809.40	6809.40	True
LW65	8.67	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	8.83	0.89130	0.89130	6690.10	6811.91	6811.91	True
LW65	9.00	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	9.17	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	9.33	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	9.50	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	9.67	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	9.83	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	10.00	0.89603	0.89603	6690.10	6814.00	6814.00	True
LW65	10.17	0.90123	0.90123	6690.10	6816.30	6816.30	True
LW65	10.33	0.90123	0.90123	6690.10	6816.30	6816.30	True
LW65	10.50	0.90123	0.90123	6690.10	6816.30	6816.30	True
LW65	10.67	0.92722	0.92722	6690.10	6827.80	6827.80	True
LW65	10.83	0.91966	0.91966	6690.10	6824.45	6824.45	True
LW65	11.00	0.94801	0.94801	6690.10	6837.00	6837.00	True
LW65	11.17	0.92202	0.92202	6690.10	6825.50	6825.50	True
LW65	11.33	0.91162	0.91162	6690.10	6820.90	6820.90	True
LW65	11.50	0.91682	0.91682	6690.10	6823.20	6823.20	True
LW65	11.67	0.91162	0.91162	6690.10	6820.90	6820.90	True
LW65	11.83	0.91966	0.91966	6690.10	6824.45	6824.45	True
LW65	12.00	0.92722	0.92722	6690.10	6827.80	6827.80	True
LW65	12.17	0.92722	0.92722	6690.10	6827.80	6827.80	True
LW65	12.33	0.91682	0.91682	6690.10	6823.20	6823.20	True
LW65	12.50	0.91162	0.91162	6690.10	6820.90	6820.90	True
LW65	12.67	0.91162	0.91162	6690.10	6820.90	6820.90	True
LW65	12.83	0.92438	0.92438	6690.10	6826.55	6826.55	True
LW65	13.00	0.92202	0.92202	6690.10	6825.50	6825.50	True
LW65	13.17	0.91682	0.91682	6690.10	6823.20	6823.20	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