05-29-26_C2.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: FB media blank
Dataset: FB-v0
Medium: FB
Role: blank

View signal plots View calculation

Dataset: FB-v0 | Medium: FB | Organism: FB media blank | Run: 2026-05-29 inc5_Deyu | 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	2026-05-29 inc5_Deyu	Run date	2026-05-29
Media	FB	Incubator	inc5
Well file	05-29-26_C2.xlsx	Well ID	C2
Sample role	blank	Sample status	inferred_blank
Main analysis included	False	Red/pink flag	False
LW65 problem flag	False	Source group	inferred_blank
Strain source	FB blank	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	0.37909	2.0-42.0 h
LW60	end_norm	0.01138	2.0-42.0 h
LW60	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW60	max_abs_norm	0.01346	2.0-42.0 h
LW60	max_norm	0.01346	2.0-42.0 h
LW60	min_norm	0.00191	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	0.00000	2.0-42.0 h
LW61	auc_norm	4.72438	2.0-42.0 h
LW61	end_norm	0.17271	2.0-42.0 h
LW61	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW61	max_abs_norm	0.17271	2.0-42.0 h
LW61	max_norm	0.17271	2.0-42.0 h
LW61	min_norm	0.00684	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	0.00327	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	1.00000	2.0-42.0 h
LW62	slope_norm		2.0-42.0 h
LW63	auc_norm	-19.48858	2.0-42.0 h
LW63	end_norm	-0.56930	2.0-42.0 h
LW63	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW63	max_abs_norm	0.56930	2.0-42.0 h
LW63	max_norm	-0.06162	2.0-42.0 h
LW63	min_norm	-0.56930	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	-0.00707	2.0-42.0 h
LW64	auc_norm	1.49617	2.0-42.0 h
LW64	end_norm	0.05628	2.0-42.0 h
LW64	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW64	max_abs_norm	0.05797	2.0-42.0 h
LW64	max_norm	0.05797	2.0-42.0 h
LW64	min_norm	-0.00567	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	0.00144	2.0-42.0 h
LW65	auc_norm	1.36027	2.0-42.0 h
LW65	end_norm	0.04714	2.0-42.0 h
LW65	excluded_by_metadata_check	0.00000	2.0-42.0 h
LW65	max_abs_norm	0.04714	2.0-42.0 h
LW65	max_norm	0.04714	2.0-42.0 h
LW65	min_norm	0.00461	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	0.00068	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 534 source points

Control overlay: mean of 4 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	37264.79273	177.15776	Ready
LW65	5	5792.49636	48.25283	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	0.00–44.33 h	5398.64–52873.16 Ω
LW65	5 1 1 1 sample dash pattern	0.00–44.33 h	5398.64–52873.16 Ω
LW60 control mean	Control mean dash pattern for LW60	0.00–44.33 h	5398.64–52873.16 Ω
LW65 control mean	Control mean dash pattern for LW65	0.00–44.33 h	5398.64–52873.16 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	0.00–44.33 h	-0.98072–1.00000 dimensionless
LW65	5 1 1 1 sample dash pattern	0.00–44.33 h	-0.98072–1.00000 dimensionless
LW60 control mean	Control mean dash pattern for LW60	0.00–44.33 h	-0.98072–1.00000 dimensionless
LW65 control mean	Control mean dash pattern for LW65	0.00–44.33 h	-0.98072–1.00000 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	-0.54512	-0.54512	37735.10	34901.27	36731.50	True
LW60	0.17	-0.34753	-0.34753	37735.10	36924.80	36924.80	True
LW60	0.33	-0.23182	-0.23182	37735.10	37038.00	37038.00	True
LW60	0.50	-0.10507	-0.10507	37735.10	37162.00	37162.00	True
LW60	0.67	-0.01338	-0.01338	37735.10	37251.70	37251.70	True
LW60	0.83	0.12584	0.12584	37735.10	37387.90	37387.90	True
LW60	1.00	0.22444	0.22444	37735.10	37484.36	37484.36	True
LW60	1.17	0.28754	0.28754	37735.10	37546.10	37546.10	True
LW60	1.33	0.38659	0.38659	37735.10	37643.00	37643.00	True
LW60	1.50	0.41051	0.41051	37735.10	37666.40	37666.40	True
LW60	1.67	0.45661	0.45661	37735.10	37711.50	37711.50	True
LW60	1.83	0.50486	0.50486	37735.10	37758.70	37758.70	True
LW60	2.00	0.55451	0.55451	37735.10	37807.27	37807.27	True
LW60	2.17	0.58970	0.58970	37735.10	37841.70	37841.70	True
LW60	2.33	0.63008	0.63008	37735.10	37881.20	37881.20	True
LW60	2.50	0.63979	0.63979	37735.10	37890.70	37890.70	True
LW60	2.67	0.67403	0.67403	37735.10	37924.20	37924.20	True
LW60	2.83	0.68067	0.68067	37735.10	37930.70	37930.70	True
LW60	3.00	0.75458	0.75458	37735.10	38003.00	38003.00	True
LW60	3.17	0.75406	0.75406	37735.10	38002.50	38002.50	True
LW60	3.33	0.78810	0.78810	37735.10	38035.80	38035.80	True
LW60	3.50	0.80405	0.80405	37735.10	38051.40	38051.40	True
LW60	3.67	0.79700	0.79700	37735.10	38044.50	38044.50	True
LW60	3.83	0.81754	0.81754	37735.10	38064.60	38064.60	True
LW60	4.00	0.83287	0.83287	37735.10	38079.60	38079.60	True
LW60	4.17	0.83384	0.83384	37735.10	38080.55	38080.55	True
LW60	4.33	0.84667	0.84667	37735.10	38093.10	38093.10	True
LW60	4.50	0.98068	0.98068	37735.10	38224.20	38224.20	True
LW60	4.67	1.00000	1.00000	37735.10	38243.10	38243.10	True
LW60	4.83	0.95962	0.95962	37735.10	38203.60	38203.60	True
LW60	5.00	0.95288	0.95288	37735.10	38197.00	38197.00	True
LW60	5.17	0.94191	0.94191	37735.10	38186.27	38186.27	True
LW60	5.33	0.94623	0.94623	37735.10	38190.50	38190.50	True
LW60	5.50	0.94490	0.94490	37735.10	38189.20	38189.20	True
LW60	5.67	0.93162	0.93162	37735.10	38176.20	38176.20	True
LW60	5.83	0.90729	0.90729	37735.10	38152.40	38152.40	True
LW60	6.00	0.91751	0.91751	37735.10	38162.40	38162.40	True
LW60	6.17	0.88978	0.88978	37735.10	38135.27	38135.27	True
LW60	6.33	0.91260	0.91260	37735.10	38157.60	38157.60	True
LW60	6.50	0.90964	0.90964	37735.10	38154.70	38154.70	True
LW60	6.67	0.90320	0.90320	37735.10	38148.40	38148.40	True
LW60	6.83	0.91056	0.91056	37735.10	38155.60	38155.60	True
LW60	7.00	0.88858	0.88858	37735.10	38134.10	38134.10	True
LW60	7.17	0.87566	0.87566	37735.10	38121.45	38121.45	True
LW60	7.33	0.86681	0.86681	37735.10	38112.80	38112.80	True
LW60	7.50	0.87775	0.87775	37735.10	38123.50	38123.50	True
LW60	7.67	0.87938	0.87938	37735.10	38125.10	38125.10	True
LW60	7.83	0.85352	0.85352	37735.10	38099.80	38099.80	True
LW60	8.00	0.86937	0.86937	37735.10	38115.30	38115.30	True
LW60	8.17	0.87335	0.87335	37735.10	38119.20	38119.20	True
LW60	8.33	0.87268	0.87268	37735.10	38118.55	38118.55	True
LW60	8.50	0.85843	0.85843	37735.10	38104.60	38104.60	True
LW60	8.67	0.86671	0.86671	37735.10	38112.70	38112.70	True
LW60	8.83	0.87376	0.87376	37735.10	38119.60	38119.60	True
LW60	9.00	0.86109	0.86109	37735.10	38107.20	38107.20	True
LW60	9.17	0.87877	0.87877	37735.10	38124.50	38124.50	True
LW60	9.33	0.88049	0.88049	37735.10	38126.18	38126.18	True
LW60	9.50	0.87223	0.87223	37735.10	38118.10	38118.10	True
LW60	9.67	0.87581	0.87581	37735.10	38121.60	38121.60	True
LW60	9.83	0.88092	0.88092	37735.10	38126.60	38126.60	True
LW60	10.00	0.87836	0.87836	37735.10	38124.10	38124.10	True
LW60	10.17	0.87121	0.87121	37735.10	38117.10	38117.10	True
LW60	10.33	0.87482	0.87482	37735.10	38120.64	38120.64	True
LW60	10.50	0.87826	0.87826	37735.10	38124.00	38124.00	True
LW60	10.67	0.86753	0.86753	37735.10	38113.50	38113.50	True
LW60	10.83	0.86967	0.86967	37735.10	38115.60	38115.60	True
LW60	11.00	0.87509	0.87509	37735.10	38120.90	38120.90	True
LW60	11.17	0.88858	0.88858	37735.10	38134.10	38134.10	True
LW60	11.33	0.88633	0.88633	37735.10	38131.90	38131.90	True
LW60	11.50	0.86841	0.86841	37735.10	38114.36	38114.36	True
LW60	11.67	0.87437	0.87437	37735.10	38120.20	38120.20	True
LW60	11.83	0.89298	0.89298	37735.10	38138.40	38138.40	True
LW60	12.00	0.89676	0.89676	37735.10	38142.10	38142.10	True
LW60	12.17	0.87857	0.87857	37735.10	38124.30	38124.30	True
LW60	12.33	0.90524	0.90524	37735.10	38150.40	38150.40	True
LW60	12.50	0.87491	0.87491	37735.10	38120.73	38120.73	True
LW60	12.67	0.90657	0.90657	37735.10	38151.70	38151.70	True
LW60	12.83	0.89727	0.89727	37735.10	38142.60	38142.60	True
LW60	13.00	0.89676	0.89676	37735.10	38142.10	38142.10	True
LW60	13.17	0.91383	0.91383	37735.10	38158.80	38158.80	True
LW65	0.00	-0.98072	-0.98072	5914.75	5398.64	5398.64	True
LW65	0.17	-0.32693	-0.32693	5914.75	5661.20	5661.20	True
LW65	0.33	-0.16458	-0.16458	5914.75	5726.40	5726.40	True
LW65	0.50	-0.06498	-0.06498	5914.75	5766.40	5766.40	True
LW65	0.67	0.01047	0.01047	5914.75	5796.70	5796.70	True
LW65	0.83	0.07546	0.07546	5914.75	5822.80	5822.80	True
LW65	1.00	0.14364	0.14364	5914.75	5850.18	5850.18	True
LW65	1.17	0.18103	0.18103	5914.75	5865.20	5865.20	True
LW65	1.33	0.23830	0.23830	5914.75	5888.20	5888.20	True
LW65	1.50	0.27092	0.27092	5914.75	5901.30	5901.30	True
LW65	1.67	0.28487	0.28487	5914.75	5906.90	5906.90	True
LW65	1.83	0.32396	0.32396	5914.75	5922.60	5922.60	True
LW65	2.00	0.37227	0.37227	5914.75	5942.00	5942.00	True
LW65	2.17	0.38098	0.38098	5914.75	5945.50	5945.50	True
LW65	2.33	0.40464	0.40464	5914.75	5955.00	5955.00	True
LW65	2.50	0.43178	0.43178	5914.75	5965.90	5965.90	True
LW65	2.67	0.43875	0.43875	5914.75	5968.70	5968.70	True
LW65	2.83	0.44049	0.44049	5914.75	5969.40	5969.40	True
LW65	3.00	0.46847	0.46847	5914.75	5980.64	5980.64	True
LW65	3.17	0.49154	0.49154	5914.75	5989.90	5989.90	True
LW65	3.33	0.49353	0.49353	5914.75	5990.70	5990.70	True
LW65	3.50	0.49502	0.49502	5914.75	5991.30	5991.30	True
LW65	3.67	0.53163	0.53163	5914.75	6006.00	6006.00	True
LW65	3.83	0.54831	0.54831	5914.75	6012.70	6012.70	True
LW65	4.00	0.54707	0.54707	5914.75	6012.20	6012.20	True
LW65	4.17	0.54838	0.54838	5914.75	6012.73	6012.73	True
LW65	4.33	0.56450	0.56450	5914.75	6019.20	6019.20	True
LW65	4.50	0.58915	0.58915	5914.75	6029.10	6029.10	True
LW65	4.67	0.60608	0.60608	5914.75	6035.90	6035.90	True
LW65	4.83	0.60459	0.60459	5914.75	6035.30	6035.30	True
LW65	5.00	0.60234	0.60234	5914.75	6034.40	6034.40	True
LW65	5.17	0.60384	0.60384	5914.75	6035.00	6035.00	True
LW65	5.33	0.60284	0.60284	5914.75	6034.60	6034.60	True
LW65	5.50	0.60459	0.60459	5914.75	6035.30	6035.30	True
LW65	5.67	0.60533	0.60533	5914.75	6035.60	6035.60	True
LW65	5.83	0.60284	0.60284	5914.75	6034.60	6034.60	True
LW65	6.00	0.62675	0.62675	5914.75	6044.20	6044.20	True
LW65	6.17	0.64798	0.64798	5914.75	6052.73	6052.73	True
LW65	6.33	0.65513	0.65513	5914.75	6055.60	6055.60	True
LW65	6.50	0.66111	0.66111	5914.75	6058.00	6058.00	True
LW65	6.67	0.65812	0.65812	5914.75	6056.80	6056.80	True
LW65	6.83	0.66036	0.66036	5914.75	6057.70	6057.70	True
LW65	7.00	0.65937	0.65937	5914.75	6057.30	6057.30	True
LW65	7.17	0.65817	0.65817	5914.75	6056.82	6056.82	True
LW65	7.33	0.65887	0.65887	5914.75	6057.10	6057.10	True
LW65	7.50	0.66509	0.66509	5914.75	6059.60	6059.60	True
LW65	7.67	0.66136	0.66136	5914.75	6058.10	6058.10	True
LW65	7.83	0.66509	0.66509	5914.75	6059.60	6059.60	True
LW65	8.00	0.66285	0.66285	5914.75	6058.70	6058.70	True
LW65	8.17	0.69398	0.69398	5914.75	6071.20	6071.20	True
LW65	8.33	0.68058	0.68058	5914.75	6065.82	6065.82	True
LW65	8.50	0.70991	0.70991	5914.75	6077.60	6077.60	True
LW65	8.67	0.71664	0.71664	5914.75	6080.30	6080.30	True
LW65	8.83	0.71215	0.71215	5914.75	6078.50	6078.50	True
LW65	9.00	0.71713	0.71713	5914.75	6080.50	6080.50	True
LW65	9.17	0.71813	0.71813	5914.75	6080.90	6080.90	True
LW65	9.33	0.72064	0.72064	5914.75	6081.91	6081.91	True
LW65	9.50	0.71614	0.71614	5914.75	6080.10	6080.10	True
LW65	9.67	0.71464	0.71464	5914.75	6079.50	6079.50	True
LW65	9.83	0.71888	0.71888	5914.75	6081.20	6081.20	True
LW65	10.00	0.71664	0.71664	5914.75	6080.30	6080.30	True
LW65	10.17	0.71589	0.71589	5914.75	6080.00	6080.00	True
LW65	10.33	0.71476	0.71476	5914.75	6079.55	6079.55	True
LW65	10.50	0.71689	0.71689	5914.75	6080.40	6080.40	True
LW65	10.67	0.71340	0.71340	5914.75	6079.00	6079.00	True
LW65	10.83	0.71440	0.71440	5914.75	6079.40	6079.40	True
LW65	11.00	0.72137	0.72137	5914.75	6082.20	6082.20	True
LW65	11.17	0.73232	0.73232	5914.75	6086.60	6086.60	True
LW65	11.33	0.72809	0.72809	5914.75	6084.90	6084.90	True
LW65	11.50	0.73943	0.73943	5914.75	6089.45	6089.45	True
LW65	11.67	0.74179	0.74179	5914.75	6090.40	6090.40	True
LW65	11.83	0.74452	0.74452	5914.75	6091.50	6091.50	True
LW65	12.00	0.77590	0.77590	5914.75	6104.10	6104.10	True
LW65	12.17	0.76768	0.76768	5914.75	6100.80	6100.80	True
LW65	12.33	0.76320	0.76320	5914.75	6099.00	6099.00	True
LW65	12.50	0.76637	0.76637	5914.75	6100.27	6100.27	True
LW65	12.67	0.77241	0.77241	5914.75	6102.70	6102.70	True
LW65	12.83	0.77440	0.77440	5914.75	6103.50	6103.50	True
LW65	13.00	0.77540	0.77540	5914.75	6103.90	6103.90	True
LW65	13.17	0.77689	0.77689	5914.75	6104.50	6104.50	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