2026-04-20 A1.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: #2
Dataset: FB-v0
Medium: FB
Role: sample

View signal plots View calculation

Dataset: FB-v0 | Medium: FB | Organism: #2 | Run: 2026-04-20 inc4 | Role: sample

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	2026-04-20 inc4	Run date	2026-04-20
Media	FB	Incubator	inc4
Well file	2026-04-20 A1.xlsx	Well ID	A1
Sample role	sample	Sample status	mapped_sample
Main analysis included	True	Red/pink flag	False
LW65 problem flag	False	Source group	NBF
Strain source	NBF	Preprocessing	fb_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	14.62669	2.0-42.0 h
LW60	end_norm	0.53162	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.53178	2.0-42.0 h
LW60	max_norm	0.53178	2.0-42.0 h
LW60	min_norm	0.00250	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	0.01229	2.0-42.0 h
LW61	auc_norm	49.46885	2.0-42.0 h
LW61	end_norm	1.86697	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	1.86697	2.0-42.0 h
LW61	max_norm	1.86697	2.0-42.0 h
LW61	min_norm	0.04196	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	0.04029	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	0.00000	2.0-42.0 h
LW62	pct_missing_norm	1.00000	2.0-42.0 h
LW62	pct_saturated_rows	0.04855	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	0.00000	2.0-42.0 h
LW63	pct_missing_norm	1.00000	2.0-42.0 h
LW63	pct_saturated_rows	0.85436	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	4.13271	2.0-42.0 h
LW65	end_norm	0.16056	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.16099	2.0-42.0 h
LW65	max_norm	0.16099	2.0-42.0 h
LW65	min_norm	0.00086	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	0.00363	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 FB-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 5 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	27385.60000	397.63110	Ready
LW65	5	11353.97455	222.68309	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	0.00–67.17 h	6602.04–49923.62 Ω
LW65	5 1 1 1 sample dash pattern	0.00–67.17 h	6602.04–49923.62 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–67.17 h	6602.04–49923.62 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–67.17 h	6602.04–49923.62 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	0.00–67.17 h	-0.95004–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–67.17 h	-0.95004–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–67.17 h	-0.95004–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–67.17 h	-0.95004–1.00000 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	-0.31818	-0.31818	27816.10	22366.64	22366.64	True
LW60	0.17	-0.09132	-0.09132	27816.10	25945.10	25945.10	True
LW60	0.33	-0.03873	-0.03873	27816.10	26774.70	26774.70	True
LW60	0.50	-0.00990	-0.00990	27816.10	27229.40	27229.40	True
LW60	0.67	0.00654	0.00654	27816.10	27488.70	27488.70	True
LW60	0.83	0.01830	0.01830	27816.10	27674.20	27674.20	True
LW60	1.00	0.02380	0.02380	27816.10	27761.00	27761.00	True
LW60	1.17	0.02222	0.02222	27816.10	27736.10	27736.10	True
LW60	1.33	0.02077	0.02077	27816.10	27713.30	27713.30	True
LW60	1.50	0.02243	0.02243	27816.10	27739.40	27739.40	True
LW60	1.67	0.02636	0.02636	27816.10	27801.40	27801.40	True
LW60	1.83	0.02822	0.02822	27816.10	27830.80	27830.80	True
LW60	2.00	0.03170	0.03170	27816.10	27885.64	27885.64	True
LW60	2.17	0.03339	0.03339	27816.10	27912.30	27912.30	True
LW60	2.33	0.03425	0.03425	27816.10	27925.80	27925.80	True
LW60	2.50	0.03611	0.03611	27816.10	27955.20	27955.20	True
LW60	2.67	0.03841	0.03841	27816.10	27991.50	27991.50	True
LW60	2.83	0.04007	0.04007	27816.10	28017.60	28017.60	True
LW60	3.00	0.04168	0.04168	27816.10	28043.00	28043.00	True
LW60	3.17	0.04253	0.04253	27816.10	28056.50	28056.50	True
LW60	3.33	0.04651	0.04651	27816.10	28119.20	28119.20	True
LW60	3.50	0.04902	0.04902	27816.10	28158.80	28158.80	True
LW60	3.67	0.05195	0.05195	27816.10	28205.00	28205.00	True
LW60	3.83	0.05650	0.05650	27816.10	28276.80	28276.80	True
LW60	4.00	0.06158	0.06158	27816.10	28357.00	28357.00	True
LW60	4.17	0.06841	0.06841	27816.10	28464.70	28464.70	True
LW60	4.33	0.07890	0.07890	27816.10	28630.10	28630.10	True
LW60	4.50	0.09108	0.09108	27816.10	28822.30	28822.30	True
LW60	4.67	0.10141	0.10141	27816.10	28985.20	28985.20	True
LW60	4.83	0.10964	0.10964	27816.10	29115.10	29115.10	True
LW60	5.00	0.11569	0.11569	27816.10	29210.45	29210.45	True
LW60	5.17	0.12001	0.12001	27816.10	29278.60	29278.60	True
LW60	5.33	0.12277	0.12277	27816.10	29322.10	29322.10	True
LW60	5.50	0.12511	0.12511	27816.10	29359.10	29359.10	True
LW60	5.67	0.12957	0.12957	27816.10	29429.40	29429.40	True
LW60	5.83	0.13306	0.13306	27816.10	29484.45	29484.45	True
LW60	6.00	0.13552	0.13552	27816.10	29523.20	29523.20	True
LW60	6.17	0.14104	0.14104	27816.10	29610.40	29610.40	True
LW60	6.33	0.14681	0.14681	27816.10	29701.30	29701.30	True
LW60	6.50	0.15492	0.15492	27816.10	29829.30	29829.30	True
LW60	6.67	0.16326	0.16326	27816.10	29960.80	29960.80	True
LW60	6.83	0.17521	0.17521	27816.10	30149.27	30149.27	True
LW60	7.00	0.18992	0.18992	27816.10	30381.40	30381.40	True
LW60	7.17	0.20718	0.20718	27816.10	30653.60	30653.60	True
LW60	7.33	0.22845	0.22845	27816.10	30989.10	30989.10	True
LW60	7.50	0.25027	0.25027	27816.10	31333.30	31333.30	True
LW60	7.67	0.27284	0.27284	27816.10	31689.40	31689.40	True
LW60	7.83	0.29667	0.29667	27816.10	32065.18	32065.18	True
LW60	8.00	0.31751	0.31751	27816.10	32394.00	32394.00	True
LW60	8.17	0.33754	0.33754	27816.10	32709.90	32709.90	True
LW60	8.33	0.35658	0.35658	27816.10	33010.30	33010.30	True
LW60	8.50	0.37478	0.37478	27816.10	33297.30	33297.30	True
LW60	8.67	0.39240	0.39240	27816.10	33575.20	33575.20	True
LW60	8.83	0.40726	0.40726	27816.10	33809.64	33809.64	True
LW60	9.00	0.42260	0.42260	27816.10	34051.60	34051.60	True
LW60	9.17	0.43606	0.43606	27816.10	34264.00	34264.00	True
LW60	9.33	0.44818	0.44818	27816.10	34455.10	34455.10	True
LW60	9.50	0.46058	0.46058	27816.10	34650.70	34650.70	True
LW60	9.67	0.47115	0.47115	27816.10	34817.50	34817.50	True
LW60	9.83	0.48181	0.48181	27816.10	34985.55	34985.55	True
LW60	10.00	0.49288	0.49288	27816.10	35160.20	35160.20	True
LW60	10.17	0.49983	0.49983	27816.10	35269.80	35269.80	True
LW60	10.33	0.50981	0.50981	27816.10	35427.20	35427.20	True
LW60	10.50	0.51750	0.51750	27816.10	35548.60	35548.60	True
LW60	10.67	0.52568	0.52568	27816.10	35677.50	35677.50	True
LW60	10.83	0.53314	0.53314	27816.10	35795.18	35795.18	True
LW60	11.00	0.54063	0.54063	27816.10	35913.40	35913.40	True
LW60	11.17	0.54579	0.54579	27816.10	35994.80	35994.80	True
LW60	11.33	0.55306	0.55306	27816.10	36109.50	36109.50	True
LW60	11.50	0.55940	0.55940	27816.10	36209.40	36209.40	True
LW60	11.67	0.56625	0.56625	27816.10	36317.50	36317.50	True
LW60	11.83	0.57242	0.57242	27816.10	36414.91	36414.91	True
LW60	12.00	0.57732	0.57732	27816.10	36492.20	36492.20	True
LW60	12.17	0.58229	0.58229	27816.10	36570.50	36570.50	True
LW60	12.33	0.58821	0.58821	27816.10	36663.90	36663.90	True
LW60	12.50	0.59413	0.59413	27816.10	36757.30	36757.30	True
LW60	12.67	0.59792	0.59792	27816.10	36817.00	36817.00	True
LW60	12.83	0.60149	0.60149	27816.10	36873.36	36873.36	True
LW60	13.00	0.60767	0.60767	27816.10	36970.90	36970.90	True
LW60	13.17	0.61004	0.61004	27816.10	37008.20	37008.20	True
LW65	0.00	-0.95004	-0.95004	11572.00	9328.27	9328.27	True
LW65	0.17	-0.37786	-0.37786	11572.00	10548.30	10548.30	True
LW65	0.33	-0.16151	-0.16151	11572.00	11009.60	11009.60	True
LW65	0.50	-0.03999	-0.03999	11572.00	11268.70	11268.70	True
LW65	0.67	0.02876	0.02876	11572.00	11415.30	11415.30	True
LW65	0.83	0.07646	0.07646	11572.00	11517.00	11517.00	True
LW65	1.00	0.09628	0.09628	11572.00	11559.27	11559.27	True
LW65	1.17	0.09522	0.09522	11572.00	11557.00	11557.00	True
LW65	1.33	0.09405	0.09405	11572.00	11554.50	11554.50	True
LW65	1.50	0.09639	0.09639	11572.00	11559.50	11559.50	True
LW65	1.67	0.09874	0.09874	11572.00	11564.50	11564.50	True
LW65	1.83	0.10577	0.10577	11572.00	11579.50	11579.50	True
LW65	2.00	0.10801	0.10801	11572.00	11584.27	11584.27	True
LW65	2.17	0.10694	0.10694	11572.00	11582.00	11582.00	True
LW65	2.33	0.10811	0.10811	11572.00	11584.50	11584.50	True
LW65	2.50	0.11163	0.11163	11572.00	11592.00	11592.00	True
LW65	2.67	0.11046	0.11046	11572.00	11589.50	11589.50	True
LW65	2.83	0.11280	0.11280	11572.00	11594.50	11594.50	True
LW65	3.00	0.11760	0.11760	11572.00	11604.73	11604.73	True
LW65	3.17	0.11632	0.11632	11572.00	11602.00	11602.00	True
LW65	3.33	0.11984	0.11984	11572.00	11609.50	11609.50	True
LW65	3.50	0.12922	0.12922	11572.00	11629.50	11629.50	True
LW65	3.67	0.13264	0.13264	11572.00	11636.80	11636.80	True
LW65	3.83	0.13715	0.13715	11572.00	11646.40	11646.40	True
LW65	4.00	0.14062	0.14062	11572.00	11653.82	11653.82	True
LW65	4.17	0.14517	0.14517	11572.00	11663.50	11663.50	True
LW65	4.33	0.16627	0.16627	11572.00	11708.50	11708.50	True
LW65	4.50	0.18386	0.18386	11572.00	11746.00	11746.00	True
LW65	4.67	0.20965	0.20965	11572.00	11801.00	11801.00	True
LW65	4.83	0.23193	0.23193	11572.00	11848.50	11848.50	True
LW65	5.00	0.25676	0.25676	11572.00	11901.45	11901.45	True
LW65	5.17	0.27189	0.27189	11572.00	11933.70	11933.70	True
LW65	5.33	0.28038	0.28038	11572.00	11951.80	11951.80	True
LW65	5.50	0.29102	0.29102	11572.00	11974.50	11974.50	True
LW65	5.67	0.29806	0.29806	11572.00	11989.50	11989.50	True
LW65	5.83	0.30200	0.30200	11572.00	11997.91	11997.91	True
LW65	6.00	0.30626	0.30626	11572.00	12007.00	12007.00	True
LW65	6.17	0.31095	0.31095	11572.00	12017.00	12017.00	True
LW65	6.33	0.31916	0.31916	11572.00	12034.50	12034.50	True
LW65	6.50	0.33206	0.33206	11572.00	12062.00	12062.00	True
LW65	6.67	0.34027	0.34027	11572.00	12079.50	12079.50	True
LW65	6.83	0.34677	0.34677	11572.00	12093.36	12093.36	True
LW65	7.00	0.36020	0.36020	11572.00	12122.00	12122.00	True
LW65	7.17	0.37427	0.37427	11572.00	12152.00	12152.00	True
LW65	7.33	0.37661	0.37661	11572.00	12157.00	12157.00	True
LW65	7.50	0.38871	0.38871	11572.00	12182.80	12182.80	True
LW65	7.67	0.39701	0.39701	11572.00	12200.50	12200.50	True
LW65	7.83	0.40373	0.40373	11572.00	12214.82	12214.82	True
LW65	8.00	0.40874	0.40874	11572.00	12225.50	12225.50	True
LW65	8.17	0.41226	0.41226	11572.00	12233.00	12233.00	True
LW65	8.33	0.42281	0.42281	11572.00	12255.50	12255.50	True
LW65	8.50	0.42750	0.42750	11572.00	12265.50	12265.50	True
LW65	8.67	0.43571	0.43571	11572.00	12283.00	12283.00	True
LW65	8.83	0.44568	0.44568	11572.00	12304.27	12304.27	True
LW65	9.00	0.44790	0.44790	11572.00	12309.00	12309.00	True
LW65	9.17	0.45963	0.45963	11572.00	12334.00	12334.00	True
LW65	9.33	0.46080	0.46080	11572.00	12336.50	12336.50	True
LW65	9.50	0.46783	0.46783	11572.00	12351.50	12351.50	True
LW65	9.67	0.46549	0.46549	11572.00	12346.50	12346.50	True
LW65	9.83	0.46922	0.46922	11572.00	12354.45	12354.45	True
LW65	10.00	0.47135	0.47135	11572.00	12359.00	12359.00	True
LW65	10.17	0.47487	0.47487	11572.00	12366.50	12366.50	True
LW65	10.33	0.47252	0.47252	11572.00	12361.50	12361.50	True
LW65	10.50	0.47956	0.47956	11572.00	12376.50	12376.50	True
LW65	10.67	0.49644	0.49644	11572.00	12412.50	12412.50	True
LW65	10.83	0.50273	0.50273	11572.00	12425.91	12425.91	True
LW65	11.00	0.50582	0.50582	11572.00	12432.50	12432.50	True
LW65	11.17	0.50582	0.50582	11572.00	12432.50	12432.50	True
LW65	11.33	0.50582	0.50582	11572.00	12432.50	12432.50	True
LW65	11.50	0.51286	0.51286	11572.00	12447.50	12447.50	True
LW65	11.67	0.51989	0.51989	11572.00	12462.50	12462.50	True
LW65	11.83	0.51978	0.51978	11572.00	12462.27	12462.27	True
LW65	12.00	0.52810	0.52810	11572.00	12480.00	12480.00	True
LW65	12.17	0.52810	0.52810	11572.00	12480.00	12480.00	True
LW65	12.33	0.52927	0.52927	11572.00	12482.50	12482.50	True
LW65	12.50	0.53044	0.53044	11572.00	12485.00	12485.00	True
LW65	12.67	0.53654	0.53654	11572.00	12498.00	12498.00	True
LW65	12.83	0.54038	0.54038	11572.00	12506.18	12506.18	True
LW65	13.00	0.54733	0.54733	11572.00	12521.00	12521.00	True
LW65	13.17	0.55084	0.55084	11572.00	12528.50	12528.50	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